[{"code":"JP","nameJa":"日本","nameEn":"Japan","region":"Asia","summaryJa":"無人ヘリの蓄積を持ち、マルチローター散布から生育診断・可変施肥・運搬へ用途が広がる。機械導入だけでなく、適期作業と地域での共同利用が重要じゃ。","summaryEn":"A long history of agricultural helicopters now connects multicopter spraying with sensing, variable-rate inputs and logistics. Timeliness and shared use matter alongside hardware.","historyJa":"メーカー史ではR-50の発表は1987年、販売は1989年。近年の政策と研究は、データを作業判断へつなぐ段階に重点を置く。","historyEn":"Yamaha records the R-50 unveiling in 1987 and sales in 1989. More recent research emphasizes translating farm data into operational decisions.","prioritiesJa":["散布適期に間に合う解析と施肥マップ","農薬登録・航空法・現場安全の個別確認","圃場集約、共同利用、複数用途で稼働率を確保"],"prioritiesEn":["Timely analysis and prescription maps","Separate pesticide, aviation and field-safety checks","Utilization through shared equipment and multiple tasks"],"rankingStatus":"not-verifiable","sources":[{"id":"jp-maff-drone","title":"農業用ドローンの普及拡大に向けた官民協議会","url":"https://www.maff.go.jp/j/kanbo/smart/drone.html","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["policy","industry"],"summaryJa":"普及政策、対応農薬、安全ガイドライン、導入支援をまとめた公式入口。","summaryEn":"Official hub for adoption policy, compatible pesticides, safety guidance and support.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view0"},{"id":"jp-maff-spray","title":"無人航空機による農薬等の空中散布に関する情報","url":"https://www.maff.go.jp/j/syouan/syokubo/gaicyu/g_kouku_zigyo/muzinkoukuuki.html","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","regulation"],"summaryJa":"無人ヘリとマルチローターの安全資料を確認できる。散布実績統計の対象範囲にも注意が必要。","summaryEn":"Safety resources separate helicopter and multicopter operations; statistical coverage requires care.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view1"},{"id":"jp-naro-calibration","title":"ドローンデータの補正による水稲生育診断・追肥量算出システム","url":"https://www.naro.go.jp/publicity_report/press/laboratory/karc/157993.html","publisher":"NARO","language":"ja","country":"JP","publishedDate":"2023-04-27","accessedDate":"2026-10-30","topics":["sensing","fertilizer"],"summaryJa":"上空NDVIを地上測定で補正し、撮影条件の違いを抑えながら追肥量に結び付ける。","summaryEn":"Calibrates aerial NDVI with ground measurements before translating crop diagnosis into topdressing decisions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn11view3"},{"id":"jp-naro-wide-sensing","title":"ドローンを利用した効率的な広域リモートセンシング技術","url":"https://www.naro.go.jp/publicity_report/publication/pamphlet/tech-pamph/136827.html","publisher":"NARO","language":"ja","country":"JP","publishedDate":"2020-10-23","accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"水稲・麦・大豆の広域センシングに必要な機材、設定、運用上の注意を整理。","summaryEn":"Explains equipment, settings and operational considerations for wide-area rice, wheat and soybean sensing.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view3"},{"id":"jp-naro-variable-fertilizer","title":"可変施肥システム 導入チェックリスト","url":"https://www.naro.go.jp/smart-nogyo/seika_portal/gijutsu/portal14_1.html","publisher":"NARO","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","fertilizer","data"],"summaryJa":"施肥マップ作成の遅れで適期を逃す例を紹介。人材、データ反映方法、費用対効果の事前確認を求める。","summaryEn":"Highlights missed application windows and checks staffing, map transfer and economic value before adoption.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view4"},{"id":"jp-naro-rice-program","title":"経営体強化プロジェクト 水田作成果","url":"https://www.naro.go.jp/laboratory/brain/h27kakushin/keiei/result/suidensaku.html","publisher":"NARO BRAIN","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","research"],"summaryJa":"水田作の研究成果集。直播やピンポイント防除を個別の要素技術と栽培体系に位置付ける。","summaryEn":"Research collection places direct seeding and targeted protection within broader rice production systems.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view5"},{"id":"jp-maff-technology-catalog","title":"スマート農業技術カタログ 水稲・畑作","url":"https://www.maff.go.jp/j/kanbo/smart/smart_agri_technology/smartagri_catalog_suitou.html","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","fertilizer","sensing"],"summaryJa":"センシング、散布、可変施肥を結ぶ製品・サービスを掲載。掲載仕様は各提供者の説明として扱う。","summaryEn":"Catalog connects sensing, spraying and variable-rate services; supplier descriptions are not independent efficacy evidence.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view6"},{"id":"jp-yamaha-history","title":"An Unmanned Helicopter that Helped Unravel the Mystery of Continent Formation","url":"https://global.yamaha-motor.com/design_technology/technology/chassis_hulls/008/","publisher":"Yamaha Motor","language":"en","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","principles"],"summaryJa":"メーカー史ではR-50を1987年発表、1989年販売開始、RMAXを1997年発売と説明。","summaryEn":"Manufacturer history distinguishes the R-50's 1987 unveiling, 1989 sales and 1997 RMAX release.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn8view7"},{"id":"jp-tobetsu-logistics","title":"ドローンによる農作物運搬実用化に向けた実証実験","url":"https://www.maff.go.jp/j/kanbo/smart/attach/pdf/drone_topics-12.pdf","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["logistics","case-study"],"summaryJa":"北海道当別町の2020年実証。集荷場の混雑と積み降ろし負担を起点に運搬の事業化課題を検討。","summaryEn":"A 2020 Tobetsu demonstration investigated produce collection and handling bottlenecks; commercialization remained a further step.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view8"},{"id":"jp-maff-use-2024","title":"令和6年度 農業分野におけるドローンの活用状況","url":"https://www.maff.go.jp/j/kanbo/smart/attach/pdf/drone-184.pdf","publisher":"MAFF","language":"ja","country":"JP","publishedDate":"2024-12","accessedDate":"2026-10-30","topics":["industry","logistics","case-study"],"summaryJa":"散布、播種、センシング、果実運搬の事例。運搬効果は地形・道路迂回に左右され、散布との兼用が経済性を支える場合がある。","summaryEn":"Covers spraying, seeding, sensing and fruit transport; transport gains depend on terrain and route detours, with shared uses affecting economics.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view9"},{"id":"jp-naro-adoption-guides","title":"スマート農業技術導入手引き書","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/tebikisho.html","publisher":"NARO","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","data","economics"],"summaryJa":"測量、データ共有、機体シェアリング、営農支援などの導入手引きを分野別に整理。","summaryEn":"Indexes adoption manuals for surveying, shared sensing data, shared drones and farm-management support.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn11view1"},{"id":"jp-maff-case-2023","title":"農業新技術活用事例 令和5年度調査","url":"https://www.maff.go.jp/j/kanbo/smart/jirei/smajirei_2019.html","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","economics"],"summaryJa":"地域別事例集。共同防除、栽培管理への時間再配分、データ共有など導入後の仕事の変化を追える。","summaryEn":"Regional cases show shared spraying, reallocation of saved labor and operational data sharing.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view12"},{"id":"jp-yumekobo","title":"大規模水稲経営における農業ブルドーザとドローンの実証 夢耕坊","url":"https://www.affrc.maff.go.jp/docs/smart_agri_pro/jissho_data/r1/suiden_saku/R1_1-32.html","publisher":"MAFF AFFRC","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","sensing","spraying"],"summaryJa":"防除作業と空撮測量を併用した実証。生育ムラの可視化と圃場合筆・均平化を接続する。","summaryEn":"Combines aerial spraying and survey imagery with growth-variation mapping and land consolidation.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn8view13"},{"id":"jp-leveling-guide","title":"ドローン測量を用いた水田均平化の手引き","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/files/C05_2.pdf","publisher":"NARO / 農地均平化技術普及促進グループ","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","economics"],"summaryJa":"空撮で凹凸を把握して均平化対象を選ぶ。機械購入、委託、レンタルを農場規模と合わせて検討する。","summaryEn":"Aerial surface mapping helps prioritize leveling; purchasing, contracting and renting must fit farm scale.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn34view0"},{"id":"jp-data-sharing-guide","title":"ドローンセンシングデータの広域シェアリング活用手引き","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/files/D07.pdf","publisher":"NARO / ドローンデータシェアリング活用産地コンソーシアム","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","data"],"summaryJa":"広域画像収集と営農支援アプリで、生育診断・資材投入・適期通知をつなぐ地域導入事例。","summaryEn":"Regional implementation connects shared imagery with crop diagnosis, input decisions and timely work notifications.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view0"},{"id":"jp-drone-sharing-guide","title":"水田作におけるドローンシェアリングシステム導入手引き","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/files/E24.pdf","publisher":"NARO / 三重県ドローンシェアリングサービス普及グループ","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","economics"],"summaryJa":"共同利用では導入者の現状把握と合意形成が前提。アプリの採用だけで運用課題は解決しない。","summaryEn":"Shared use starts with understanding participants and reaching agreement, not merely selecting an application.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view1"},{"id":"jp-drainage-guide","title":"転換畑のセンシングを活用した大豆・小麦の排水対策手引き","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/files/B31.pdf","publisher":"NARO / 大豆、小麦の収量向上対策支援コンソーシアム","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"高低差を測り、地図を排水施工へ接続する。測る装置に加え、解析と施工機械も必要になる。","summaryEn":"Links elevation measurements with drainage construction; analysis tools and construction equipment are also required.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view2"},{"id":"jp-sugarcane-guide","title":"さとうきび産地のスマート農業技術導入手引き","url":"https://www.naro.go.jp/smart-nogyo/katsuyo-sanchi-shien/files/H42.pdf","publisher":"NARO / 喜界町コーラルプロジェクト","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","industry"],"summaryJa":"農家・工場・輸送・行政を含む産地単位で導入判断。ドローン監視も営農支援システムとの連携で評価する。","summaryEn":"Treats growers, mills, transport and government as a regional system; drone monitoring is assessed within integrated farm support.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view3"},{"id":"jp-grassland-detection","title":"ドローンを利用した草地雑草検出技術の開発","url":"https://www.naro.go.jp/laboratory/brain/h27kakushin/aipro/result/files/aipro_2020_result-k04-01.pdf","publisher":"NARO","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","research"],"summaryJa":"牧草と雑草の小さな画像差を、色・葉・分布の特徴から識別する研究。撮影高度が解像度を左右する。","summaryEn":"Research distinguishes visually similar grasses and weeds through spectral and ecological features; flight height affects resolution.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn36view0"},{"id":"jp-seiwa-results","title":"清和農場：AI画像認識と自動ピンポイント散布の実証成果","url":"https://www.naro.go.jp/smart-nogyo/r5/files/R5_5-2_chiku5a1.pdf","publisher":"NARO","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","spraying"],"summaryJa":"牧草地の実証で検出時間と農薬使用量を削減。公表値は対象圃場の条件付き成果であり一般保証ではない。","summaryEn":"Grassland trial reports lower detection time and pesticide use; results are site-specific, not universal guarantees.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn36view1"},{"id":"jp-iwate-cover-crop","title":"ドローンによる緑肥の立毛間播種","url":"https://www.pref.iwate.jp/agri/nouken/kouhou/labo/2013012/2013013.html","publisher":"岩手県農業研究センター","language":"ja","country":"JP","publishedDate":"2026-10-08","accessedDate":"2026-10-30","topics":["seeding","case-study"],"summaryJa":"収穫前大豆の条間に緑肥を播く実証。播種後のすき込み能率や土壌への影響は継続評価とされる。","summaryEn":"Demonstrates cover-crop seeding before soybean harvest, with incorporation efficiency and soil effects scheduled for further evaluation.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn36view2"},{"id":"jp-ntt-targeted-2023","title":"牧草地の雑草をピンポイント除草する実証実験","url":"https://www.ntt.com/about-us/area-info/article/20230920.html","publisher":"NTT Communications","language":"ja","country":"JP","publishedDate":"2023-09-20","accessedDate":"2026-10-30","topics":["case-study","platform"],"summaryJa":"AIで雑草位置をデータ化し、地上スプレーヤー・散布ドローン・小型ロボットへつなぐ実証。","summaryEn":"A demonstration links AI-derived weed locations with ground sprayers, spraying drones and small robots.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"manufacturer/operator","rankingEvidence":null,"ref":"turn36view3"},{"id":"jp-ntt-grass-2021","title":"ドローンを用いた牧草生産の生産性向上実証","url":"https://www.docomo.ne.jp/info/notice/hokkaido/page/210811_00.html","publisher":"NTT DOCOMO","language":"ja","country":"JP","publishedDate":"2021-08-11","accessedDate":"2026-10-30","topics":["history","sensing"],"summaryJa":"2021年の実証開始報告。自動撮影とクラウド画像解析で雑草群生を特定する段階を検証した。","summaryEn":"A 2021 trial announcement tests automated imagery and cloud analysis for locating weed patches.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"manufacturer/operator","rankingEvidence":null,"ref":"turn36view4"},{"id":"jp-mlit-flight-rules","title":"無人航空機の飛行ルール","url":"https://www.mlit.go.jp/koku/koku_tk10_000003.html","publisher":"MLIT","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"機体・飛行方法・空域に関する最新制度への入口。農地だから一律に自由飛行できるとは扱わない。","summaryEn":"Current aviation-rule entry point; agricultural land is not a blanket exemption from flight requirements.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view4"},{"id":"jp-mlit-approval","title":"無人航空機の飛行許可・承認手続","url":"https://www.mlit.go.jp/koku/koku_fr10_000042.html","publisher":"MLIT","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying"],"summaryJa":"2026年6月の農薬等空中散布に関する承認不要条件の通知を掲載。該当性は実際の条件と現行資料で確認する。","summaryEn":"Includes the June 2026 notice on agricultural-spraying approval exemptions; applicability depends on actual conditions and current documents.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view5"},{"id":"jp-maff-spray-leaflet","title":"ドローンによる農薬等の空中散布を行う皆さんへ","url":"https://www.maff.go.jp/j/syouan/syokubo/gaicyu/g_kouku_zigyo/attach/pdf/muzinkoukuuki-25.pdf","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying"],"summaryJa":"農薬ラベル、安全ガイドライン、立入管理、周辺への告知を確認する現場向け資料。","summaryEn":"Field leaflet connects pesticide labels, safety guidance, access control and neighbor notification.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view6"},{"id":"jp-yamaha-evolution","title":"Yamaha industrial unmanned aircraft business","url":"https://global.yamaha-motor.com/about/business/","publisher":"Yamaha Motor","language":"en","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry"],"summaryJa":"メーカー説明では2019年YMR-08、2020年自動航行型、2023年の新型へ展開。ヘリとマルチローターが併存する。","summaryEn":"Manufacturer account traces 2019, 2020 and 2023 product developments, with helicopters and multicopters serving different needs.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"manufacturer/operator","rankingEvidence":null,"ref":"turn37view7"},{"id":"jp-okayama-seeding","title":"高梁市：ドローンを活用した水稲湛水直播栽培","url":"https://www.pref.okayama.jp/site/1130/1040305.html","publisher":"岡山県","language":"ja","country":"JP","publishedDate":"2026-06-09","accessedDate":"2026-10-30","topics":["seeding","economics"],"summaryJa":"共同防除に使う機体を直播にも活用。育苗省力化の一方、出芽・苗立ち・雑草を別途検証する。","summaryEn":"Extends shared spraying equipment to direct seeding; emergence, establishment and weeds remain agronomic checks.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view8"},{"id":"jp-maff-robot-safety","title":"農林水産業ロボット技術安全性確保策検討事業","url":"https://www.maff.go.jp/j/kanbo/smart/robot_anzen/robot_anzen.html","publisher":"MAFF","language":"ja","country":"JP","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","research"],"summaryJa":"現場実装前の安全課題を検証し、ドローンや自動走行農機の安全対策検討を支援する事業。","summaryEn":"Program supports field-based safety assessment for agricultural drones and autonomous machinery.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view9"},{"id":"jp-nagano-direct-seeding","title":"直播を試験 面積拡大を目指す","url":"https://www.iijan.or.jp/topic/20240605-04","publisher":"JA長野県グループ","language":"ja","country":"JP","publishedDate":"2024-06-05","accessedDate":"2026-10-30","topics":["seeding","economics","case-study"],"summaryJa":"前年のドローン直播を踏まえ、肥料・除草剤を同時に扱える田植機方式を試験。工程全体で比較する好例。","summaryEn":"After drone seeding, a farm tested transplanter-based seeding to combine fertilizer and herbicide application: a whole-workflow comparison.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn37view10"}]},{"code":"CN","nameJa":"中国","nameEn":"China","region":"Asia","summaryJa":"量産機体、作業受託、農業データ基盤、規格整備が重なって発展する。大きな作業面積だけでなく、散布品質と追跡できる記録を確かめるんじゃ。","summaryEn":"Manufacturing scale, contracted services, data infrastructure and standardization develop together. Application quality and traceable records matter alongside coverage.","historyJa":"2017年の補助試行から、2024年の飛行管理制度、2025年の農業操縦者訓練規定へ。研究は航法から樹冠認識・液滴計測まで広がった。","historyEn":"Milestones span 2017 subsidy pilots, the 2024 flight-management framework and 2025 agricultural-operator training provisions. Research extends from navigation to canopy and droplet analysis.","prioritiesJa":["実面積と延べ処理面積を分ける","作業品質・飛行安全・農薬適合を別々に確認","機体ログと農業データの共有・統治"],"prioritiesEn":["Distinguish land area from repeated treatment area","Assess work quality, flight safety and pesticide suitability separately","Govern aircraft logs and farm-data exchange"],"rankingStatus":"not-verifiable","sources":[{"id":"cn-action-plan","title":"全国智慧农业行动计划（2024—2028年）","url":"https://app.www.gov.cn/govdata/gov/202410/27/521072/article.html","publisher":"MARA / State Council","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","policy"],"summaryJa":"農業データ基盤、共有制度、営農アプリを国全体の施策に位置付ける。機体導入とデータ運用を一緒に捉える。","summaryEn":"National plan connects agricultural data infrastructure, sharing rules and farmer applications.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view0"},{"id":"cn-guidance","title":"关于大力发展智慧农业的指导意见","url":"https://app.www.gov.cn/govdata/gov/202410/29/521138/article.html","publisher":"MARA / State Council","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","sensing"],"summaryJa":"衛星・航空・地上センサーをつなぐ監視体系と、農機・意思決定システムの一体化を方向付ける。","summaryEn":"Policy calls for integrated satellite, aerial and ground monitoring and connected machinery decisions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view1"},{"id":"cn-standards-roadmap","title":"智慧农业标准体系建设指南","url":"https://www.moa.gov.cn/xw/zxfb/202511/P020251107770061615759.pdf","publisher":"MARA","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["standards","platform"],"summaryJa":"スマート農業の標準体系を整理。機体規格、作業品質、安全施薬の規格を別々に扱う手がかり。","summaryEn":"Maps smart-agriculture standards, distinguishing aircraft, work-quality and application-safety requirements.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view2"},{"id":"cn-subsidy-table","title":"2024—2026年全国通用类农业机械中央财政资金最高补贴额一览表","url":"https://www.moa.gov.cn/ztzl/zhnyzxd/zcfg/bmzc/202501/P020250115651774921480.pdf","publisher":"MARA / Ministry of Finance","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","policy"],"summaryJa":"機体区分ごとの補助上限と装備条件を示す。上限額は実際の購入価格や収益ではない。","summaryEn":"Lists support ceilings and equipment conditions; ceilings are not market prices or operating profits.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view3"},{"id":"cn-vegetable-system","title":"蔬菜规模化生产人机智能协作技术展示","url":"https://kjs.moa.gov.cn/tgjy/202010/t20201030_6355503.htm","publisher":"MARA","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","platform"],"summaryJa":"衛星・無人機・センサーを監視網として使い、栽培工程を地上機械と連携させた2020年の実証紹介。","summaryEn":"2020 demonstration integrates aerial and ground monitoring with machinery across vegetable production.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view4"},{"id":"cn-flight-regulation","title":"无人驾驶航空器飞行管理暂行条例","url":"https://www.caac.gov.cn/XXGK/XXGK/FLFG/202401/t20240115_222642.html","publisher":"CAAC","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"通常農業作業の定義と特則を定める。最大離陸重量、空域、用途などの条件を外した一般化はできない。","summaryEn":"Defines routine agricultural operations and conditional provisions; weight, airspace and purpose boundaries matter.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view5"},{"id":"cn-pilot-subsidy-2017","title":"购置补贴引导植保无人飞机规范应用试点通知","url":"https://njhs.moa.gov.cn/tzgg/201904/t20190428_6244347.htm","publisher":"MARA / CAAC","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry"],"summaryJa":"2017年の一部地域試行を記録。補助制度と監視基盤、操縦訓練、保険、作業記録を組み合わせた。","summaryEn":"Records the 2017 pilot combining subsidies with monitoring, training, insurance and operation records.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view6"},{"id":"cn-dji-report-2025","title":"DJI Agriculture Annual Report 2025 announcement","url":"https://www.dji.com/newsroom/news/dji-agricultural-annual-report-2025","publisher":"DJI","language":"en","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"メーカーの業界報告候補。検索概要は確認できたがページ本文を取得できず、推計値の検証は未了。","summaryEn":"Manufacturer report candidate; search summary available but readable page retrieval failed, leaving estimates unverified.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn112search5"},{"id":"cn-rice-image-draft","title":"水稻群体高通量图像数据的无人机采集技术规范（征求意见稿）","url":"https://www.moa.gov.cn/xw/zxfb/202412/P020241224540566387013.pdf","publisher":"MARA","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","standards"],"summaryJa":"水稲画像の収集・品質点検を扱う意見募集稿。制定済み規格として扱わない。","summaryEn":"Consultation draft covers rice-image acquisition and quality checks; it is not treated as an enacted standard.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view8"},{"id":"cn-gb43071","title":"GB/T 43071-2023 植保无人飞机","url":"https://std.samr.gov.cn/gb/search/gbDetailed?id=mgNcbw2zS3g%3D&mode=p","publisher":"SAMR","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["standards"],"summaryJa":"植物防護用無人機の国家規格の書誌情報。施行日や現行性の確認用で、本文全条項の審査ではない。","summaryEn":"Official metadata for the national plant-protection drone standard; confirms publication status, not a full compliance review.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view9"},{"id":"cn-quality-standard","title":"植保无人飞机 作业质量","url":"https://std.samr.gov.cn/hb/search/stdHBDetailed?id=F70290D4DE5E8350E05397BE0A0A70B2","publisher":"SAMR","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["standards","quality"],"summaryJa":"農業分野の推奨業界規格の掲載情報。飛行できることと農作業品質を満たすことを区別できる。","summaryEn":"Official work-quality standard metadata distinguishes airworthiness from satisfactory agricultural application.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn116view10"},{"id":"cn-training-regulation","title":"农用无人驾驶航空器操控员培训管理规定（试行）","url":"https://www.caac.gov.cn/XXGK/XXGK/GFXWJ/202502/P020250207546438100149.pdf","publisher":"CAAC / MARA","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","operations"],"summaryJa":"理論、基礎操作、田畑・水面作業を分け、薬剤取扱い、電池保守、品質確認も教育対象にする。","summaryEn":"Separates theory, basic control and field work, including chemical handling, batteries and quality assessment.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn123view0"},{"id":"cn-caas-aircraft","title":"植保无人飞机 研究成果介绍","url":"https://nnj.caas.cn/cgzh/zycp/3b8ce3432e424f518142692e353feddc.htm","publisher":"CAAS Nanjing","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","industry"],"summaryJa":"自律航行、地形追従、低量散布、障害物回避を組み合わせる研究成果。装置交換で粒剤・種子にも対応する。","summaryEn":"Research output combines navigation, terrain following, low-volume application and obstacle avoidance, with interchangeable spreading components.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view1"},{"id":"cn-quality-evaluation","title":"植保无人飞机作业质量评价系统","url":"https://nnj.caas.cn/cgzh/zycp/01e121494a4a4fcd9cda2d0e1a6397ce.htm","publisher":"CAAS Nanjing","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["data","quality"],"summaryJa":"RTKと流量計測による作業評価システムの候補。検索概要のみで本文取得がタイムアウトした。","summaryEn":"Candidate RTK and flow-based work evaluation system; only search summary retrieved after timeout.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn114search15"},{"id":"cn-efficacy-guideline","title":"植保无人飞机喷施农药田间药效试验准则 发布","url":"https://ipp.caas.cn/kyjz/f2b6966de9ee42db85f3a4a220b08eaf.htm","publisher":"CAAS Institute of Plant Protection","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["quality","research"],"summaryJa":"試験区、気象、液滴付着、薬効調査を標準化し、再現可能な評価につなげる規格発表。","summaryEn":"Standard announcement addresses trial layout, weather, deposition and efficacy for reproducible assessment.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view3"},{"id":"cn-apple-canopy","title":"果树精准对靶变量喷施的整体策略与技术实现","url":"https://ipp.caas.cn/kyjz/724d9d9cf23343a4a0e7cbd9a50949a7.htm","publisher":"CAAS Institute of Plant Protection","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","spraying"],"summaryJa":"リンゴ樹冠の識別・位置・領域抽出を、対象樹木への可変散布計画に接続する研究。","summaryEn":"Research links apple-canopy recognition, localization and segmentation with targeted variable spraying.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view4"},{"id":"cn-precision-equipment","title":"植保无人飞机精准施药技术装备","url":"https://nnj.caas.cn/cgzh/cgzh1/246869.htm","publisher":"CAAS Nanjing","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","operations"],"summaryJa":"航路計画から自律飛行・散布までを統合し、重複・欠落散布と操縦負担を減らす技術紹介。","summaryEn":"Technology integrates planning, autonomous flight and application to reduce missed or overlapping treatment.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view5"},{"id":"cn-fuling-logistics","title":"涪陵：无人机技术助力青菜头运输","url":"https://nyncw.cq.gov.cn/wsdw/cqsjxh/mtbd/202502/t20250218_14314782.html","publisher":"Chongqing Agriculture Commission","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["logistics","case-study"],"summaryJa":"青菜頭のドローン運搬実演候補。検索情報は得られたが本文確認はタイムアウトで未了。","summaryEn":"Candidate vegetable-transport demonstration; search information found but full-page retrieval timed out.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn114search19"},{"id":"cn-cluster-technology","title":"植保无人飞机智能化作业关键技术集成与应用","url":"https://caas.cn/kxyj/kjjl/yjjcg/dfb9172047e94cd2a4ca6a1c581ef812.htm","publisher":"CAAS","language":"zh-Hans","country":"CN","publishedDate":"2021-01-01","accessedDate":"2026-10-30","topics":["swarm","platform"],"summaryJa":"2011〜2017年の研究をまとめ、集群運用、散布意思決定、品質評価、遠隔監督を統合した成果紹介。研究機関による成果報告で、全機種の群制御実績ではないんじゃ。","summaryEn":"An institutional account of 2011–2017 research combines cluster operations, application decisions, quality evaluation and remote supervision; it is not proof of all-aircraft swarm interoperability.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn304view3"},{"id":"cn-smart-protection","title":"智慧植保创新团队 研究介绍","url":"https://ipp.caas.cn/cxgc/zbstd/964100930a9243cf8c95f9918799718a.htm","publisher":"CAAS Institute of Plant Protection","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","research"],"summaryJa":"トウモロコシ葉の構造と下向き気流を利用する粒剤施用など、薬剤・農学・機械の組合せを研究。","summaryEn":"Research combines pesticide formulation, agronomy and machinery, including granule placement using crop structure and downwash.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view8"},{"id":"cn-plum-logistics","title":"无人机助力青梅鲜果运输","url":"https://www.mot.gov.cn/xinwen/tupianxinwen/202605/t20260519_4205751.html","publisher":"Ministry of Transport","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["logistics","case-study"],"summaryJa":"浙江の山地青梅運搬を紹介。地形と鮮度保持に価値があるが、記事だけで総費用は評価できない。","summaryEn":"Describes mountain-plum transport in Zhejiang; terrain and freshness matter, while total costs are not established.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view9"},{"id":"cn-mechanization-2024","title":"2024年全国农业机械化发展统计公报","url":"https://njhs.moa.gov.cn/nyjxhqk/202511/t20251120_6479055.htm","publisher":"MARA","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","data"],"summaryJa":"農業機械化を作物・工程別に整理した統計公報。ドローン普及を農業機械全体の文脈で読むための資料。","summaryEn":"Official crop- and operation-level mechanization statistics provide context for drone adoption.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view10"},{"id":"cn-heilongjiang-practice","title":"植保无人飞机规范施药技术","url":"https://nynct.hlj.gov.cn/nynct/c115393/202606/c00_31949515.shtml","publisher":"Heilongjiang Agriculture Department","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying"],"summaryJa":"圃場境界・電線・作物段階・気象・噴幅をまとめて計画する地域技術資料。数値を他国へそのまま適用しない。","summaryEn":"Regional guidance links boundaries, wires, crop stage, weather and swath; quantitative settings are not universal.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view11"},{"id":"cn-nozzle-study","title":"植保无人机喷施除草剂喷头选择及参数优化","url":"https://www.aeeisp.com/zgnjhxb/article/doi/10.13733/j.jcam.issn.2095-5553.2021.04.10","publisher":"Chinese Agricultural Mechanization journal","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","research"],"summaryJa":"冬小麦の試験でノズル種類と散布液量を比較。付着密度、被覆率、均一性を別の評価指標として扱う。","summaryEn":"Winter-wheat experiment compares nozzles and spray volume, distinguishing density, coverage and uniformity.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn123view4"},{"id":"cn-hubei-subsidy","title":"湖北省农用无人机购置补贴说明","url":"https://nyt.hubei.gov.cn/bmdt/yw/mtksn/202502/t20250213_5539767.shtml","publisher":"Hubei Agriculture Department","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","policy"],"summaryJa":"登録、保険、訓練、運用制度、作業実績の条件を示す地域施策。機体購入後の運営体制も重視する。","summaryEn":"Provincial scheme includes registration, insurance, training, management and work-record conditions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view13"},{"id":"cn-heilongjiang-scale","title":"黑龙江省农业机械化与农用无人机应用","url":"https://nynct.hlj.gov.cn/nynct/c115379/202510/c00_31883594.shtml","publisher":"Heilongjiang Agriculture Department","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","data"],"summaryJa":"大規模土地利用地域での散布・播撒普及を紹介。延べ作業面積は実耕地面積とは区別する。","summaryEn":"Describes spraying and spreading in a large-scale farming region; treatment-area totals differ from unique land area.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view14"},{"id":"cn-gps-patent","title":"基于GPS导航的无人机施药作业自动控制系统","url":"https://caas.cn/xwzx/nkyw/f11707da78f14f76938481b97ecfef31.htm","publisher":"CAAS","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","principles"],"summaryJa":"GPS航法と可変散布、航路可視化を組み合わせる過去の研究成果。人手中心の誘導から自動制御への変化を示す。","summaryEn":"Historical research links GPS, variable application and route visualization, illustrating the shift from manual guidance.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view15"},{"id":"cn-smart-spray","title":"植保无人机智能喷洒系统的研究","url":"https://www.aeeisp.com/njsyywx/article/doi/10.14031/j.cnki.njwx.2021.06.009","publisher":"Agricultural Machinery Using & Maintenance","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","research"],"summaryJa":"調薬、精密散布、監視を3つの機能として整理した設計研究。飛行単体でなく液剤工程も扱う。","summaryEn":"Design study separates mixing, precision spraying and monitoring, extending analysis beyond flight.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn119view16"},{"id":"cn-droplet-motion","title":"植保无人机下洗流场的雾滴动态表征研究","url":"https://scau.edu.cn/2026/0509/c17648a434098/page.htm","publisher":"South China Agricultural University","language":"zh-Hans","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","research"],"summaryJa":"2機を使う液滴運動計測を紹介。水感紙の静的付着結果と動的な飛散軌跡は異なる情報になる。","summaryEn":"Presents dual-UAV droplet-motion measurement; static deposition cards and dynamic trajectories answer different questions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn119view17"},{"id":"cn-xag-seeding","title":"Automated Farming: XAG Introduces Rice Seeding Drone","url":"https://www.xa.com/en/news/official/xag/83","publisher":"XAG","language":"en","country":"CN","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","history"],"summaryJa":"中国での粒剤装置による水稲直播のメーカー発表候補。本文取得に失敗したため検索概要のみ。","summaryEn":"Manufacturer announcement of rice direct seeding with a granule spreader in China; page retrieval failed.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn116search12"}]},{"code":"KR","nameJa":"韓国","nameEn":"South Korea","region":"Asia","summaryJa":"韓国は水稲防除・飼料播種を土台に、画像診断とステーション運用を研究しとる。飛散、機体ごとの薬効、農家が理解できる生育表示が焦点じゃ。30件は資料選集で、国内閲覧上位30件の検証済みランキングではないんよ。","summaryEn":"South Korean evidence spans rice spraying, forage seeding, image diagnosis and drone stations. Drift, aircraft-specific efficacy and understandable crop maps are central. These 30 curated sources are not a verified national readership ranking.","historyJa":"2018〜2019年の水稲直播・飼料播種実証から、2021年の観測基盤、2022年のステーション、2024年の生育診断、2025〜2029年のスマート農業計画へと用途が広がるんじゃ。","historyEn":"The record moves from 2018–2019 direct-seeding trials through crop-observation systems and drone stations to image diagnosis and the 2025–2029 smart-agriculture plan.","prioritiesJa":["近隣作物と飛散リスクを含めた作業計画","播種適期・種子特性・稲刈りとの調整","時系列画像を簡単な生育判断へ変換","自動充電設備の価格と稼働率の検証"],"prioritiesEn":["Plan for neighboring crops and drift","Coordinate seed properties and crop calendars","Turn image time series into clear decisions","Validate station cost and utilization"],"rankingStatus":"not-verifiable","sources":[{"id":"kr-downwash-planthopper","title":"‘큰 기체’, ‘하향풍’, ‘충분한 농약량’ 벼멸구 무인항공기 방제 효과 높다","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000811848&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2026-07-01","accessedDate":"2026-10-30","topics":["spraying","physics"],"summaryJa":"トビイロウンカへの到達性を機体と下降気流、散布水量から検証。薬剤量と希釈水量を混同せず、対象害虫の位置で評価するんじゃ。","summaryEn":"Trials connect rice planthopper control with aircraft downwash and spray water volume. Target position within the canopy matters.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view0"},{"id":"kr-registration-efficacy","title":"“일손 부족에 도움” 벼 무인항공 방제 농약 등록 기준 마련","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000812835&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2026-09-04","accessedDate":"2026-10-30","topics":["regulation","spraying"],"summaryJa":"機体規模と散布量の違いを反映する水稲農薬登録基準の整備を発表。年内改正予定の説明で、実施済みとは区別が必要じゃ。","summaryEn":"Announces work on rice pesticide registration criteria reflecting aircraft size and spray volume; the revision was planned, not reported as already enacted.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view1"},{"id":"kr-rice-ai-monitoring","title":"사람 대신 영상과 인공지능(AI)으로 벼 생육 살핀다","url":"https://rda.go.kr/board/board.do?dataNo=100000813216&mode=view&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2026-09-29","accessedDate":"2026-10-30","topics":["sensing","platform"],"summaryJa":"地上カメラとAIによる生育監視に、ドローンの倒伏・虫害面積把握を組み合わせる。全部をドローン由来のデータとして扱わんことじゃ。","summaryEn":"Combines ground-camera crop monitoring with drone assessment of lodging and pest-damage areas; sensor roles should remain explicit.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view2"},{"id":"kr-safety-training-2023","title":"농촌진흥청, 무인항공기 안전 방제 교육자료 배포","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000786402&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2023-04-05","accessedDate":"2026-10-30","topics":["operations","training"],"summaryJa":"飛散や事故を防ぐ冊子・映像を農業技術センター、組合、散布事業者へ配布。機体導入と同時に教育体制を整える事例じゃ。","summaryEn":"Safety booklets and videos target extension centers, cooperatives and spraying businesses, making training part of deployment.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view3"},{"id":"kr-robot-rd","title":"농작업 부담을 덜어주는 농업로봇 개발을 위한 R&D 협의체 출범","url":"https://rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000811722&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2026-06-25","accessedDate":"2026-10-30","topics":["industry","platform"],"summaryJa":"省庁・研究・企業の農業ロボット協議体。播種から除草・収穫までの省力化の中で、空の機械と地上機械を位置づける資料じゃ。","summaryEn":"An agricultural robotics consortium coordinates research across field tasks, placing drones within a broader machinery ecosystem.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view4"},{"id":"kr-smart-plan-2025","title":"제1차 스마트농업 육성 기본계획 (2025~2029년)","url":"https://www.mafra.go.kr/bbs/home/792/584835/download.do","publisher":"Ministry of Agriculture, Food and Rural Affairs","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["policy","platform"],"summaryJa":"散布中心のドローン利用から、センシング、可変施肥・播種、機械統合制御へ広げる計画。目標を普及実績と取り違えんことじゃ。","summaryEn":"The 2025–2029 plan proposes sensing, variable inputs and integrated machinery control beyond spraying; these are policy goals.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view5"},{"id":"kr-forage-demo-2018","title":"‘벼 대체 사료작물’ 수확·파종 기술 보러 오세요","url":"https://m.korea.kr/briefing/pressReleaseView.do?2018-10-01=&newsId=156292012&pageIndex=45&repCode=&repCodeType=&srchWord=&startDate=2008-02-29","publisher":"RDA / Korea policy portal","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","seeding"],"summaryJa":"稲代替飼料作物の収穫と、ドローン・無人ヘリによるイタリアンライグラス播種を実演。機械だけでなく輪作体系を扱う事例じゃ。","summaryEn":"A forage demonstration links alternative rice-land cropping with drone and unmanned-helicopter seeding.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view6"},{"id":"kr-ryegrass-seeding","title":"‘이탈리안 라이그라스’ 파종, 무인기(드론)로 한 번에 해결","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000790753&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2023-10-04","accessedDate":"2026-10-30","topics":["seeding","operations"],"summaryJa":"降雨でトラクターが入れん時や稲刈り前の播種に着目。播種適期と稲の収穫、土壌水分を合わせる必要があるんじゃ。","summaryEn":"Drone sowing can address wet-field access and pre-harvest timing, but crop calendars and soil moisture remain decisive.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view7"},{"id":"kr-coated-forage-seed","title":"풀사료 ‘코팅종자’로 드론 파종 가능성 제시","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000759352&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","physics"],"summaryJa":"飼料種子のコーティングで重量を増やし、風の影響と散布むらを抑える研究。ホッパー容量だけでは播種性能は決まらんのじゃ。","summaryEn":"Coating forage seed changes mass and wind response, illustrating why material properties influence aerial spreading.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view8"},{"id":"kr-machinery-recognition","title":"농업 활용 드론 ‘농업기계’로 규정…현장서 활용하고 있어","url":"https://www.korea.kr/news/policyNewsView.do?newsId=148868006","publisher":"Ministry of Agriculture, Food and Rural Affairs","language":"ko","country":"KR","publishedDate":"2020-01-03","accessedDate":"2026-10-30","topics":["history","policy"],"summaryJa":"農業用ドローンは農業機械に位置づけられ購入融資の対象と説明。これは当時の政策説明で、個別飛行の許可とは別じゃ。","summaryEn":"A 2020 clarification recognizes agricultural drones as machinery eligible for purchase financing; this does not replace flight permissions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view9"},{"id":"kr-boseong-direct-sowing","title":"보성군, 드론 ‘벼 항공직파 파종 연시회’ 개최","url":"https://www.rda.go.kr/board/board.do?boardId=farmlcltinfo&dataNo=100000746168&mode=updateCnt&prgId=day_farmlcltinfoEntry","publisher":"Boseong County / RDA","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","seeding"],"summaryJa":"代かき・排水後の水田へ催芽種子を直接播く実演。育苗省略の利点だけでなく、直播向けの圃場管理が前提じゃ。","summaryEn":"Boseong demonstrates direct rice seeding after field preparation, linking nursery savings to suitable field management.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view10"},{"id":"kr-crop-observation-2021","title":"연구성과보고서 2021 — 드론영상 활용 농업관측","url":"https://www.rda.go.kr/org/gud/gud_rsachoutcomeQuery_2021.do","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","platform"],"summaryJa":"作付面積・生育異常を把握するドローン画像観測、オルソ画像処理、利用者向け解析基盤を報告。画像を農業判断へ変える流れが見えるんじゃ。","summaryEn":"The 2021 results describe crop-area and growth observation, orthomosaic processing and interpretation services.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view11"},{"id":"kr-autumn-forage-timing","title":"사료작물 가을 씨뿌림 때 꼭 알아두세요","url":"https://rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000782035&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2022-09-13","accessedDate":"2026-10-30","topics":["seeding","agronomy"],"summaryJa":"冬作飼料の播種が早過ぎても遅過ぎても問題になる。稲刈りが遅い時は立毛間播種を検討する、農学を中心に置いた助言じゃ。","summaryEn":"Winter forage guidance explains sowing windows and considers aerial seeding into standing rice when harvest is delayed.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view12"},{"id":"kr-jeonbuk-seeder-rd","title":"전북농기원, 농업 R&D기관들 손잡고 ‘드론 파종기’ 개발 박차","url":"https://www.rda.go.kr/board/board.do?boardId=farmlcltinfo&dataNo=100000770845&mode=updateCnt&prgId=day_farmlcltinfoEntry","publisher":"Jeonbuk Agricultural Research / RDA","language":"ko","country":"KR","publishedDate":"2021-04-19","accessedDate":"2026-10-30","topics":["seeding","industry"],"summaryJa":"稲と飼料向けの精密播種装置、性能評価、散布制御を共同開発。研究計画を市販機の実証済み能力と混同せんことじゃ。","summaryEn":"Joint R&D targets precision seeders, performance analysis and spraying controls; development plans are distinct from commercial proof.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn153view13"},{"id":"kr-naju-forage-trial","title":"열일하는 드론, 풀사료 적기파종에 효자 노릇 톡톡!","url":"https://nias.go.kr/front/prboardView.do?boardSeqNum=3537&cmCode=M090814150850297&columnName=&currPage=74&searchStr=","publisher":"National Institute of Animal Science","language":"ko","country":"KR","publishedDate":"2019-05-07","accessedDate":"2026-10-30","topics":["history","seeding"],"summaryJa":"羅州10haの実証では種子と播種方法を比較。イタリアンライグラスとライ麦・大麦の適性差は、粒剤を一律に扱えんことを示すんじゃ。","summaryEn":"A 10-hectare Naju trial compares forage seeds and sowing methods, finding seed characteristics affect drone suitability.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn183view1"},{"id":"kr-drone-safety-video","title":"농업용 드론 안전 이용 수칙(2025)","url":"https://farmer.rda.go.kr/portal/menu3/contentMainPlay.do?m_id=9002_55&menuId=PS03436","publisher":"RDA Farmer Safety 365","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","operations"],"summaryJa":"2025年版の農業用ドローン安全動画（6分25秒）の掲載を確認。動画本編は未精査で、手順の根拠にはまだ使わん資料じゃ。","summaryEn":"The official catalog lists a 6:25 agricultural-drone safety video; the video itself was not reviewed.","verification":"search-only","reviewScope":"metadata only; substantive text or video not reviewed","sourceType":"government/research","rankingEvidence":null,"ref":"turn174view5"},{"id":"kr-bird-deterrence-station","title":"허수아비 대신 드론으로 ‘참새 쫓기’","url":"https://cnnongup.chungnam.go.kr/home/board/B0005.cs?act=read&articleId=233049&m=51&pageIndex=258&pageUnit=15&searchCondition=&searchEndDt=&searchKeyword=&searchStartDt=","publisher":"Chungcheongnam-do Agricultural Research","language":"ko","country":"KR","publishedDate":"2025-08-07","accessedDate":"2026-10-30","topics":["operations","battery","economics"],"summaryJa":"自動離着陸・充電による鳥害対策を1機で実証。複数機の効果は期待段階で、ステーション価格が普及障壁と明示されとる。","summaryEn":"A one-drone bird-deterrence trial uses automatic docking and charging; multi-drone benefits remain prospective and station cost is a barrier.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn174view6"},{"id":"kr-saemangeum-sensing","title":"새만금 간척지 영농 지원 ‘무인기(드론)’, ‘위성’이 맡는다","url":"https://rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000804120&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2025-07-31","accessedDate":"2026-10-30","topics":["sensing","platform"],"summaryJa":"セマングム干拓地で衛星とドローンを営農支援へ接続。現場意見と技術指導を含めて精密農業体系を組む取り組みじゃ。","summaryEn":"Saemangeum deployment connects satellite and drone observations to farm support and field feedback.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn177view0"},{"id":"kr-garlic-image-diagnosis","title":"마늘 생육 상황, 무인기(드론) 영상으로 진단","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000794807&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2024-04-04","accessedDate":"2026-10-30","topics":["sensing","farmer-interface"],"summaryJa":"ニンニクの多波長画像と温度情報を、生育の良否が分かる色分け格子へ変換。試験品種・圃場での精度を全地域へ広げて言わんことじゃ。","summaryEn":"Garlic imagery and temperature data become colored field grids; trial accuracy is specific to the tested cultivar and site.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn174view8"},{"id":"kr-safety-videos-2024","title":"안전한 무인 항공 방제법 “동영상으로 배워요”","url":"https://www.rda.go.kr/board/board.do?boardId=farmprmninfo&dataNo=100000799375&mode=updateCnt&prgId=day_farmprmninfoEntry","publisher":"Rural Development Administration","language":"ko","country":"KR","publishedDate":"2024-11-20","accessedDate":"2026-10-30","topics":["training","spraying"],"summaryJa":"改訂安全マニュアルに基づく短時間の教育動画。飛散対策と飛行注意点を分けて学べる現場教育の設計じゃ。","summaryEn":"Short training videos based on a revised safety manual separate drift prevention and flight precautions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn177view1"},{"id":"kr-pls-operator","title":"드론 방제사","url":"https://mafra.go.kr/PLS/2071/subview.do","publisher":"Ministry of Agriculture, Food and Rural Affairs","language":"ko","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations"],"summaryJa":"近隣作物や収穫期を調べ作業地図を作り、ラベルを再確認するよう求める。散布前の段取りを品質管理に含める資料じゃ。","summaryEn":"Operator guidance requires field mapping, neighboring-crop assessment and label checks before spraying.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn177view2"},{"id":"kr-agricultural-drone-station","title":"The Agricultural Drone Station, New Technology for Automated Smart Farming, was Developed","url":"https://www.mafra.go.kr/bbs/english/25/330009/artclView.do","publisher":"Ministry of Agriculture, Food and Rural Affairs","language":"en","country":"KR","publishedDate":"2022-03-17","accessedDate":"2026-10-30","topics":["battery","platform"],"summaryJa":"農水産大学と企業が農業ドローンステーションを開発し、水稲スマート作業を実演。発表された実演と、常時無人運用の実績は分けて読むんじゃ。","summaryEn":"KNUAF and a company announce a drone-station demonstration for digital rice cultivation; this does not establish unrestricted continuous operation.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn170view6"},{"id":"kr-rda-internal-rule","title":"농촌진흥청 무인비행장치 운용 지침","url":"https://www.law.go.kr/LSW/admRulLsInfoP.do?admRulSeq=2100000258796","publisher":"National Law Information Center","language":"ko","country":"KR","publishedDate":"2025-05-09","accessedDate":"2026-10-30","topics":["governance","regulation"],"summaryJa":"農村振興庁の無人機運用指針の名称と施行日を確認。条文は取得できず、一般農家に適用する飛行ルールとしては扱わんのじゃ。","summaryEn":"The registry confirms an RDA operational directive and effective date; operative text was not retrieved and it is not presented as a general farmer rule.","verification":"search-only","reviewScope":"metadata only; substantive text or video not reviewed","sourceType":"government/research","rankingEvidence":null,"ref":"turn170view7"},{"id":"kr-rice-dsm-growth","title":"Study on the Comparison of Rice Growth Rates Using UAV Imagery and Their Correlation with Yield","url":"https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART003271282","publisher":"Korean Journal of Crop Science / KCI","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"70系統の稲の時系列DSMから生長速度と収量の関連を調査。相関を利用するには別環境・品種での検証も要るんじゃ。","summaryEn":"Time-series surface models relate growth rates to yield across 70 rice accessions; broader deployment needs external validation.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn185view1"},{"id":"kr-rice-yield-protein","title":"Assessment of Regression Models for Predicting Rice Yield and Protein Content Using UAV-Based Multispectral Imagery","url":"https://scholarworks.gnu.ac.kr/item/83b69b2a-34ce-482f-b026-a4b667f2867b","publisher":"Gyeongsang National University / Remote Sensing","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"水稲の収量・タンパク質推定を年をまたいで検証し、回帰手法を比較。学習した年だけで精度を示さない設計が参考になるんじゃ。","summaryEn":"Regression methods for rice yield and protein are compared through cross-year prediction, addressing model transfer beyond its training year.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn183view0"},{"id":"kr-rice-nir-timeseries","title":"Canopy-Level Rice Yield and Yield Component Estimation Using NIR-Based Vegetation Indices","url":"https://pure.jbnu.ac.kr/en/publications/canopy-level-rice-yield-and-yield-component-estimation-using-nir-/","publisher":"Jeonbuk National University / Agriculture","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"近赤外を含む時系列植生指数と機械学習で収量構成を推定。単発撮影ではなく生育の経過を使う分析じゃ。","summaryEn":"Time-series vegetation indices and machine learning estimate rice yield components, emphasizing crop trajectories over isolated images.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn177view5"},{"id":"kr-rice-nitrogen-classification","title":"Classification of Nitrogen Treatments in Rice at Different Growth Stages Using UAV-Based Multispectral Imaging","url":"https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART003167693","publisher":"Korean Journal of Agricultural and Forest Meteorology / KCI","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","fertilizer"],"summaryJa":"複数生育段階の9種の植生指数で窒素処理区を分類。処理区が見分けられることと、そのまま最適施肥量を決められることは別じゃ。","summaryEn":"Nine vegetation indices classify nitrogen treatments across growth stages; treatment discrimination alone is not an optimal fertilizer prescription.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn177view6"},{"id":"kr-spray-drift-model","title":"A Spray Drift Curve Model for Pesticide Drift Prediction during Drone Spraying Applications for Field Crop","url":"https://www.kci.go.kr/kciportal/landing/article.kci?arti_id=ART003146836","publisher":"Korean Journal of Environmental Agriculture / KCI","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["physics","spraying"],"summaryJa":"風速・大気安定度・作物高・散布高がドローン飛散を左右する研究。地上散布のモデルを無条件で流用できん理由が分かるんじゃ。","summaryEn":"Experimental drift modeling identifies wind, stability, crop height and spray height as influential, limiting simple transfer of ground-sprayer models.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn183view3"},{"id":"kr-adjuvant-drift","title":"Comparison of Tricyclazole Drift in Paddy Fields from UAV Spraying Using Various Adjuvants","url":"https://korseaj.org/selectArticleInfo.do?ano=HGNHB8_2024_v43_174","publisher":"Korean Journal of Environmental Agriculture","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","physics"],"summaryJa":"水田で展着剤による標的付着と圃場外飛散の変化を比較。試験薬剤の結果を他の製剤へ一律に当てはめんことじゃ。","summaryEn":"A paddy study evaluates how adjuvants change on-target deposition and off-target drift for a specific fungicide formulation.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn185view0"},{"id":"kr-cabbage-hyperspectral","title":"Selection on Optimal Bands to Estimate Yield of the Chinese Cabbage Using Drone-based Hyperspectral Image","url":"https://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART002475233","publisher":"Korean Journal of Remote Sensing / KCI","language":"en","country":"KR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"150波長帯と現地計測した2,031株の白菜を照合し、有効な波長を絞る。高機能センサーにも地上の正解データが要るんじゃ。","summaryEn":"Hyperspectral imagery is matched to 2,031 field-measured cabbages to identify informative bands, demonstrating the value of ground truth.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn174view13"}]},{"code":"TW","nameJa":"台湾","nameEn":"Taiwan","region":"Asia","summaryJa":"台湾は小区画の水稲・茶・果樹に、農噴サービスと精密観測を組み合わせとる。薬液の調製、近隣圃場の飛散、保険の損害判読、航空と農薬の二つの制度を一体で見ると理解しやすいんじゃ。30件は選定資料で、国内の閲覧上位30件ではないんよ。","summaryEn":"Taiwan combines spraying services and precision observation across rice, tea and orchards. Mixture preparation, neighboring-field drift, insurance assessment and aviation plus pesticide governance are important. This is a curated collection, not a verified national readership top 30.","historyJa":"2010年の衛星・航空写真・UAVを組み合わせた稲作調査、2018〜2019年の農噴検証とバナナ保険、2022年のサービス連動補助、2026年の生物防除と制度更新へつながっとる。","historyEn":"The record spans integrated remote sensing in 2010, spraying and banana-insurance trials in 2018–2019, service-linked subsidies in 2022, and biocontrol plus regulatory updates in 2026.","prioritiesJa":["小区画・近隣作物・障害物を含めた経済計算","調薬・電池交換・補給を含む実作業時間","現行法と古い技術指針の数値の区別","画像判読を保険と営農判断へ分かりやすく接続"],"prioritiesEn":["Include fragmented plots and neighbors in economics","Count preparation, battery changes and replenishment","Distinguish current law from older technical guidance","Connect image interpretation to insurance and farm decisions"],"rankingStatus":"not-verifiable","sources":[{"id":"tw-spraying-faq","title":"農用遙控無人機農噴常見問題","url":"https://www.caa.gov.tw/Article.aspx?a=3390&lang=1","publisher":"Civil Aviation Administration","language":"zh-Hant","country":"TW","publishedDate":"2023-10-31","accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"法人による能力審査、活動申請、G2操作資格など農業散布の手続きを整理。空域の承認と農薬の資格は別々に確かめるんじゃ。","summaryEn":"CAA guidance separates corporate capability approval, flight applications and G2 pilot qualifications for agricultural spraying.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn185view10"},{"id":"tw-airport-spraying-pilot","title":"嘉義及恆春機場「優化遙控無人機農噴作業專案」試辦計畫","url":"https://www.caa.gov.tw/Article.aspx?a=4551&lang=1","publisher":"Civil Aviation Administration","language":"zh-Hant","country":"TW","publishedDate":"2026-04-08","accessedDate":"2026-10-30","topics":["airspace","operations"],"summaryJa":"嘉義・恆春空港の対象区域で参加事業者向けに手続きと連絡を改善する試行。全空港周辺の自由飛行を認めたものではないんよ。","summaryEn":"A targeted pilot simplifies spraying coordination near Chiayi and Hengchun airports for participating operators, not unrestricted airport access.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn185view11"},{"id":"tw-pesticide-use-law","title":"農藥使用及農產品農藥殘留抽驗辦法","url":"https://law.moj.gov.tw/LawClass/LawAll.aspx?PCode=M0140018","publisher":"Ministry of Justice laws database","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying"],"summaryJa":"現行6-1条は風速、機体別の対植冠高度、作業後3日以内の記録・軌跡提出を定める。機体識別表示の開始日は2027年1月1日じゃ。","summaryEn":"Article 6-1 specifies wind, aircraft-specific canopy heights and reporting flight tracks within three days. Body identification marking begins January 1, 2027.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn231view6"},{"id":"tw-rice-lodging","title":"無人飛行載具之航拍影像應用於水稻倒伏災損判釋","url":"https://www.tari.gov.tw/publication2/index-2.asp?Parser=99,9,52,,,,3408,,,,,100","publisher":"Taiwan Agricultural Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","insurance"],"summaryJa":"2017年豪雨後の水稲倒伏をRGB画像、植生指数、DSMで比較。広域判読を現地確認で補う段階的な災害調査を提案しとる。","summaryEn":"Research compares RGB classification, vegetation indices and surface models for 2017 rice lodging, retaining field verification.","verification":"read","reviewScope":"abstract","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view1"},{"id":"tw-precision-launch-2019","title":"無人機精準農業與農噴應用元年，正式起飛","url":"https://www.acri.gov.tw/En/Item/Detail/農委會發表新農業政策研發成果-無人機精準","publisher":"Agricultural Chemicals Research Institute","language":"zh-Hant","country":"TW","publishedDate":"2019-06-03","accessedDate":"2026-10-30","topics":["history","spraying"],"summaryJa":"台南の水稲試験と訓練・補助の検討を報告。薬剤別の試験成果を全作物共通の減農薬率や効率へ広げんことが肝心じゃ。","summaryEn":"A 2019 report links Tainan rice trials with training and subsidy proposals. Product-specific trial effects are not universal savings.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn255view5"},{"id":"tw-application-safety-2018","title":"健全無人機施藥技術 確保農民及農產品安全","url":"https://www.acri.gov.tw/Item/Detail/健全無人機施藥技術-確保農民及農產品安全","publisher":"Agricultural Chemicals Research Institute","language":"zh-Hant","country":"TW","publishedDate":"2018-07-30","accessedDate":"2026-10-30","topics":["history","operations"],"summaryJa":"薬液濃度、混合沈殿、薬効不足、薬害が課題だったと明記。飛行の自動化だけでは調製と作物安全の問題は解決せんのじゃ。","summaryEn":"The 2018 report identifies concentration, mixture precipitation, efficacy and phytotoxicity as practical barriers beyond flight automation.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn251view1"},{"id":"tw-sloping-orchard","title":"無人機應用於防治坡地果樹荔枝椿象之潛力","url":"https://www.tndais.gov.tw/theme_data.php?id=14316&print=Y&sub_theme=event&theme=news","publisher":"Tainan District Agricultural Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":"2019-05-29","accessedDate":"2026-10-30","topics":["spraying","orchards"],"summaryJa":"検索記録ではライチカメムシの生態と斜面果樹の航路設計を結びつけた試験を紹介。本文取得は失敗し、成果の詳細は未確認じゃ。","summaryEn":"Search metadata describes pest-location-aware spraying in sloping orchards; the full page could not be retrieved.","verification":"search-only","reviewScope":"search metadata only; substantive page or PDF retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn183search4"},{"id":"tw-multisensor-farming","title":"UAV智慧監測—精準農業大躍進","url":"https://www.moa.gov.tw/office_epaper/epaper/infoexplorer/online/58/content_2.html","publisher":"Ministry of Agriculture","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","farmer-interface"],"summaryJa":"パイナップルの株検出・葉緑素評価、茶園の旱害などでセンサーを使い分ける。画像をクラウドで解析し栽培の助言へ変換する流れじゃ。","summaryEn":"Examples combine pineapple detection and chlorophyll assessment with tea drought monitoring, connecting sensors to cultivation advice.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn185view8"},{"id":"tw-rice-area-history","title":"建立遙測稻作面積調查體系之探討","url":"https://www.moa.gov.tw/ws.php?id=22384","publisher":"Ministry of Agriculture","language":"zh-Hant","country":"TW","publishedDate":"2010-11-19","accessedDate":"2026-10-30","topics":["history","data"],"summaryJa":"航空写真に衛星・UAV・現地調査を組み合わせる2010年の稲作面積調査構想。農業データはドローンだけで始まったものではないんよ。","summaryEn":"A 2010 rice-area survey proposal combines aerial photography, satellites, UAVs and field observation, showing the longer data-system history.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn185view9"},{"id":"tw-slope-restoration","title":"無人機應用於偏遠崩塌地植生復育工作及多光譜影像追蹤植生復育成效","url":"https://kmweb.moa.gov.tw/knowledgebase.php?id=419533","publisher":"Forestry Bureau / Ministry of Agriculture","language":"zh-Hant","country":"TW","publishedDate":"2022-10-05","accessedDate":"2026-10-30","topics":["seeding","sensing"],"summaryJa":"遠隔斜面の播種と多波長による回復追跡を組み合わせる。農業隣接の水土保全事例で、在来種の粒剤化が発芽に及ぼす影響も課題じゃ。","summaryEn":"A watershed-restoration case links aerial seeding to multispectral follow-up, including ecological and seed-pellet germination constraints.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn255view3"},{"id":"tw-buckwheat-seeding","title":"天降蕎麥—無人機應用蕎麥撒播","url":"https://kmweb.moa.gov.tw/knowledgebase.php?id=426782","publisher":"Hualien District Agricultural Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":"2025-02-26","accessedDate":"2026-10-30","topics":["seeding","operations"],"summaryJa":"稲刈り直前のソバ播種と稲わら被覆を組み合わせ、輪作の遅れを抑える研究。機体速度だけでなく翌期稲作までの工程で評価するんじゃ。","summaryEn":"Buckwheat sowing before rice harvest uses chopped straw cover and protects crop-calendar timing beyond the flight itself.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn255view4"},{"id":"tw-iron-coated-rice","title":"水稻直播稻種鐵粉披衣與田間管理技術","url":"https://www.intelligentagri.com.tw/xcdoc/cont?sid=0O220528771905608233&xsmsid=0O214384269756411328","publisher":"Taiwan Agricultural Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","agronomy"],"summaryJa":"鉄コーティングで浮き苗や鳥害に対処し、除草・灌水管理とドローン播種を組み合わせる技術。種子処理と栽培体系を一体で考えるんじゃ。","summaryEn":"Iron-coated rice seed addresses floating seedlings and bird damage alongside irrigation, weed control and optional drone seeding.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view11"},{"id":"tw-precision-fertilization","title":"苗栗區農業專訊第97期—無人飛行載具應用於精準施肥技術","url":"https://kmweb.moa.gov.tw/knowledgebase.php?func=1&id=415820&type=13332","publisher":"Miaoli District Agricultural Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":"2022-03-30","accessedDate":"2026-10-30","topics":["fertilizer","sensing"],"summaryJa":"光条件の変動を校正し、現地調査と画像を合わせて施肥判断を作る技術解説。海外研究も含む解説で、台湾全域の増益実証ではないんよ。","summaryEn":"Technical guidance covers reflectance calibration and field-data-based fertilizer modeling; its international examples are not Taiwan-wide profit evidence.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn255view1"},{"id":"tw-banana-insurance","title":"無人飛行載具航拍影像分析在香蕉植株保險勘災之應用","url":"https://www.moa.gov.tw/office_epaper/epaper/infoexplorer/online/56/content_2.html","publisher":"Taiwan Agricultural Research Institute / MOA","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["insurance","history"],"summaryJa":"2019年のバナナ保険でUAV損害判読を試行。地域標本と個別被害の差が争点となり、翌年に抽出面積条件を調整した事例じゃ。","summaryEn":"The 2019 banana-insurance pilot used aerial damage assessment; disagreement over local sampling led to revised sampling coverage in 2020.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view2"},{"id":"tw-rice-hyperspectral","title":"高光譜在分辨水稻病害之應用研究","url":"https://www.intelligentagri.com.tw/xmdoc/cont?sid=0M076496120056492863&xsmsid=0M068492401417538149","publisher":"Taiwan Agricultural Research Institute","language":"zh-Hant","country":"TW","publishedDate":"2019-09-18","accessedDate":"2026-10-30","topics":["sensing","spraying"],"summaryJa":"病害のスペクトルとレッドエッジ指標を組み合わせる水稲研究。危険度地図から可変散布へつなぐ構想は、追加検証が必要な将来展開じゃ。","summaryEn":"Rice research combines spectral disease signatures and red-edge information; linking risk maps to variable spraying remains a development direction.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view0"},{"id":"tw-tea-drought","title":"UAV影像應用於茶園乾旱判識及生育監測之初步研究","url":"https://kmweb.moa.gov.tw/redirect_files.php?id=587198&theme=knowledgebase","publisher":"Tea Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","drought"],"summaryJa":"茶園のRGB・多波長画像と現地調査を照合し乾燥被害を段階評価。試験のNDVI境界値を別品種や別時期にそのまま使わんことじゃ。","summaryEn":"A tea study compares imagery with field observations to classify drought damage; site-specific NDVI thresholds need validation elsewhere.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view4"},{"id":"tw-tea-economics","title":"平地茶園導入農噴無人機之效益分析","url":"https://kmweb.moa.gov.tw/files/document/396316/65f50c597b2f450667d801acf5e2ee96_v2.pdf","publisher":"Tea Research / Agricultural Chemicals Research","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","operations"],"summaryJa":"背負い・動噴・ブーム・ドローンを比較した2019年資料。作業効率に調薬と動力交換時間を含む点が重要で、当時の価格を現在値として使わんのじゃ。","summaryEn":"A 2019 tea comparison includes mixture preparation and power changes in work rates. Its historical prices are not current quotations.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn238view3"},{"id":"tw-tea-battery-history","title":"無人飛行載具應用於茶園農藥噴施作業之現況說明","url":"https://kmweb.moa.gov.tw/knowledgebase.php?func=&id=383963&keyword=&type=13330","publisher":"Tea Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":"2018-05-10","accessedDate":"2026-10-30","topics":["battery","history"],"summaryJa":"2018年の茶園向け解説は、連続作業での電池寿命・消費電力、耐風・障害物回避を課題とする。機体の公称飛行時間だけでは現場を測れんのじゃ。","summaryEn":"The 2018 tea guidance identifies battery endurance and lifecycle, wind resistance and obstacle avoidance as constraints on continuous operations.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn294view2"},{"id":"tw-tea-nozzle-penetration","title":"離心噴頭應用在茶園植保無人機的霧滴穿透測試及其使用要點","url":"https://www.intelligentagri.com.tw/xmdoc/cont?sid=0P003351596537707747&sq=&xsmsid=0M068492401417538149","publisher":"Tea and Beverage Research Station","language":"zh-Hant","country":"TW","publishedDate":"2025-07-02","accessedDate":"2026-10-30","topics":["physics","spraying"],"summaryJa":"茶葉内層への付着を遠心ノズルと圧力ノズルで比較。細かい滴の浸透と圃場外飛散の兼ね合いを、対象と天候で見極める研究じゃ。","summaryEn":"Tea-canopy trials compare centrifugal and pressure nozzles, highlighting the tradeoff between penetration and drift.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn243view7"},{"id":"tw-rural-logistics","title":"運研所完成無人機偏鄉物流服務驗證","url":"https://www.motc.gov.tw/ch/app/news_list/view?id=14&module=news&serno=8b4d3285-179b-4de4-aad0-5735078e45c2","publisher":"Ministry of Transportation and Communications","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["delivery","economics"],"summaryJa":"生活物資と農産物の双方向輸送を含む偏郷物流。技術実証、継続サービス検証、商業運営検証を区別し、採算確立を飛行成功だけで語らんのじゃ。","summaryEn":"Rural logistics includes goods and produce in both directions, distinguishing technical proof, sustained service and business-model validation.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn243view8"},{"id":"tw-innovation-grant-2027","title":"一百十六年度無人機農業創新應用業界參與計畫補助申請","url":"https://www.moa.gov.tw/theme_data.php?id=9942&theme=publication","publisher":"Ministry of Agriculture","language":"zh-Hant","country":"TW","publishedDate":"2026-10-19","accessedDate":"2026-10-30","topics":["industry","policy"],"summaryJa":"2027年度の公募は広域監視、スマート散布、防災、物流を対象に供給網・応用を支援。採択実績ではなく、予算成立等を条件とする募集じゃ。","summaryEn":"The 2027 call targets monitoring, spraying, disaster response and logistics, subject to budget conditions rather than reporting completed awards.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn243view10"},{"id":"tw-drift-good-practice","title":"無人機之降低農藥飄散優良操作規範","url":"https://www.acri.gov.tw/Uploads/Item/df9a04c2-f265-47da-a470-810cd26e9785.pdf","publisher":"Agricultural Chemicals Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations"],"summaryJa":"敏感区域の地図、緩衝帯、ノズル校正、気象記録を整理する2025年指針。風速等の数値は改正後の現行法と照合して使うんじゃ。","summaryEn":"The 2025 guide covers sensitive-area mapping, buffers, nozzle calibration and weather logs. Numeric limits must be checked against amended law.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn231view1"},{"id":"tw-tari-annual-2024","title":"農業試驗所113年年報—水稻高通量外表型與產量模型","url":"https://www.tari.gov.tw/scholars/100up/4-%E5%B9%B4%E5%A0%B1/%E8%BE%B2%E8%A9%A6%E6%89%80113%E5%B9%B4%E5%B9%B4%E5%A0%B1%28%E5%85%A8%E6%9B%B8%29.pdf","publisher":"Taiwan Agricultural Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"検索抜粋は多波長時系列から水稲収量を予測し飛行高度の影響を検証する年報を示す。PDF取得失敗のためモデル条件は未精査じゃ。","summaryEn":"Search excerpts describe multispectral rice-yield modeling and flight-height evaluation in the 2024 report; full PDF retrieval failed.","verification":"search-only","reviewScope":"search metadata only; substantive page or PDF retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn229search9"},{"id":"tw-subsidy-2022","title":"農噴無人機補助—111年省工高效農機補助","url":"https://m.moa.gov.tw/Subsidy/Detail/29","publisher":"Ministry of Agriculture","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","history","platform"],"summaryJa":"2022年の補助は資格・保険に加えGPS情報と機耕マッチングへの参加を条件とする。資産補助をサービス供給へつなぐ制度の歴史例じゃ。","summaryEn":"The 2022 subsidy links credentials and insurance with GPS reporting and service-platform participation; it is a historical program.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn251view5"},{"id":"tw-rtk-digital-history","title":"農業試驗所特刊第249號—推動農業管理數位轉型的核心技術","url":"https://www.tari.gov.tw/scholars/100up/3-%E7%89%B9%E5%88%8A/no249/no249.pdf","publisher":"Taiwan Agricultural Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","platform"],"summaryJa":"検索抜粋では農業用RTK基準局網と収穫軌跡、収量地図、ドローン測位の接続を紹介。PDF全文未取得で、基準局の現況は追加確認が要るんじゃ。","summaryEn":"Search excerpts connect an agricultural RTK network to harvester tracks, yield maps and drone positioning; the full publication was unavailable.","verification":"search-only","reviewScope":"search metadata only; substantive page or PDF retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn229search10"},{"id":"tw-flight-operations-faq","title":"第99條之14 操作規範篇","url":"https://www.caa.gov.tw/Article.aspx?a=2430&lang=1","publisher":"Civil Aviation Administration","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["airspace","regulation"],"summaryJa":"一般飛行の制約、例外申請、延長目視と目視外の扱いを説明。農地の上でも運航方式ごとの条件を確認する必要があるんじゃ。","summaryEn":"CAA guidance distinguishes flight restrictions, exemptions, extended visual line of sight and beyond-visual operations.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn231view7"},{"id":"tw-application-manual","title":"農噴無人機UAV空中施作規範及基本施藥指引","url":"https://www.cs.gov.tw/home/index.php?id=11532&option=com_attachments&task=download","publisher":"Agricultural Chemicals Research Institute","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","training"],"summaryJa":"飛行前の機体・電池・ノズル点検と流量校正、気象監視をまとめた2025年基本指針。法規の説明部分は最新の条文と照らして使うんじゃ。","summaryEn":"The 2025 manual covers preflight aircraft, battery and nozzle checks, flow calibration and weather monitoring. Its regulatory sections require current-law checks.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn298view2"},{"id":"tw-parasitoid-release","title":"天降神兵！無人機智能投放「寄生蜂球」提高生物防治效能","url":"https://kmweb.moa.gov.tw/knowledgebase.php?id=430361","publisher":"Hualien District Agricultural Research and Extension Station","language":"zh-Hant","country":"TW","publishedDate":"2026-02-06","accessedDate":"2026-10-30","topics":["biocontrol","spreading"],"summaryJa":"寄生蜂の保護容器とGPS投下を組み合わせた生物防除。投下精度だけでなく、羽化・雨・アリから守る容器設計が働くんじゃ。","summaryEn":"A parasitoid-release system combines GPS placement with protective capsules designed for emergence and protection from rain and ants.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn255view0"},{"id":"tw-uav-collaboration-platform","title":"AI農情調查之UAV群眾協作平台","url":"https://www.futuretech.org.tw/futuretech/index.php?action=product_detail&prod_no=P0008700006323","publisher":"National Chung Hsing University / FUTEX","language":"en","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","data"],"summaryJa":"画像品質、作業仕様標準化、並列処理、地元操縦者のマッチングを一つの基盤に統合。展示者による技術紹介で、全国サービス実績とは区別じゃ。","summaryEn":"A university technology profile combines image-quality checks, standardized tasks, parallel processing and local pilot matching; deployment claims require separate evidence.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn294view0"},{"id":"tw-battery-flight-rule","title":"遙控無人機管理規則—一般操作規定第25至29條","url":"https://law.moj.gov.tw/LawClass/LawAll.aspx?pcode=K0090083","publisher":"Ministry of Justice laws database","language":"zh-Hant","country":"TW","publishedDate":null,"accessedDate":"2026-10-30","topics":["battery","regulation"],"summaryJa":"25・26条は製造者指針に基づく整備、通信の状態、天候や着陸遅延を見込む電池・燃料量を要求。運用規則の一部には施行待ち条項もあるんじゃ。","summaryEn":"Articles 25–26 require manufacturer-based maintenance, sound control links and energy reserves accounting for weather and delays. Some other amendments remain pending.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn300view0"}]},{"code":"IN","nameJa":"インド","nameEn":"India","region":"Asia","summaryJa":"小規模農家が機体を所有する以外に、女性SHG・生産者組織・受託拠点がサービスを提供する道がある。充電、輸送、研修、季節の稼働を含めて考えるんじゃ。","summaryEn":"Service models through women's groups, producer organizations and hiring centers complement individual ownership. Charging, transport, training and seasonal utilization are central.","historyJa":"2021年に作物保険向け遠隔計測と散布SOPの整備、2022年に導入支援、2023年に女性SHG事業が打ち出された。","historyEn":"Milestones include 2021 crop-insurance sensing permissions and spraying SOPs, 2022 support expansion and the 2023 women-SHG drone scheme.","prioritiesJa":["機体補助と継続的な受託収支を分ける","電池・輸送車・保守の現場制約","農家に届く地域言語の情報と農学研修"],"prioritiesEn":["Separate equipment subsidies from recurring service economics","Plan batteries, transport and maintenance","Deliver local-language advice and agronomic training"],"rankingStatus":"not-verifiable","sources":[{"id":"in-drone-didi-evaluation","title":"Implementation of Drone Didi Scheme","url":"https://www.pib.gov.in/Pressreleaseshare.aspx?PRID=2149706&lang=2&reg=48","publisher":"PIB / DA&FW","language":"en","country":"IN","publishedDate":"2025-07-29","accessedDate":"2026-10-30","topics":["economics","operations"],"summaryJa":"電池の持続時間と予備電池、運搬車不足・輸送費を報告。補助金と実際の運営採算を分けて読む資料。","summaryEn":"Reports battery endurance, spare batteries and transport barriers; subsidy support must be separated from operational viability.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view0"},{"id":"in-smam-2022","title":"Financial support for agricultural drones under SMAM","url":"https://www.pib.gov.in/Pressreleaseshare.aspx?PRID=1791783&lang=2&reg=48","publisher":"PIB / DA&FW","language":"en","country":"IN","publishedDate":"2022-01-22","accessedDate":"2026-10-30","topics":["history","economics"],"summaryJa":"2022年の導入支援拡大を記録。機関・生産者組織・受託拠点で異なる支援設計を示す歴史資料。","summaryEn":"Records the 2022 support expansion and differing arrangements for institutions, producer organizations and hiring centers.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view1"},{"id":"in-sop-release","title":"Release of SOP for drone pesticide and nutrient applications","url":"https://www.pib.gov.in/PressReleasePage.aspx?PRID=1783937&lang=2&reg=3","publisher":"PIB / DA&FW","language":"en","country":"IN","publishedDate":"2021-12-21","accessedDate":"2026-10-30","topics":["operations","history"],"summaryJa":"2021年のSOP公開。飛行・登録・操縦者・保険・気象・緊急対応まで運用体系に含める。","summaryEn":"The 2021 SOP announcement includes aviation, registration, pilot competency, insurance, weather and emergency planning.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view2"},{"id":"in-drone-rules","title":"Drone Rules 2021 — official publication page","url":"https://www.civilaviation.gov.in/ministry-documents/rules/drones-rules-2021-dated-25-august-2021","publisher":"Ministry of Civil Aviation","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"航空規則原本への公式掲載ページ。現行判断には後続改正も必要で、ページ確認だけで飛行可否を決めない。","summaryEn":"Official entry point for the 2021 rules; subsequent amendments are needed for current operational decisions.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view3"},{"id":"in-shg-approval","title":"Cabinet approves drones for women Self Help Groups","url":"https://www.pib.gov.in/Pressreleaseshare.aspx?PRID=1980683&lang=2&reg=48","publisher":"PIB","language":"en","country":"IN","publishedDate":"2023-11-29","accessedDate":"2026-10-30","topics":["history","industry"],"summaryJa":"女性SHGによる受託サービスを、操縦・補助者訓練、修理支援、経済的な対象地域選びと組み合わせる制度設計。","summaryEn":"Program design combines women-led service businesses with pilot and assistant training, repair support and viable service clusters.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view4"},{"id":"in-generic-sop","title":"Standard Operating Procedures for drone pesticide and nutrient application","url":"https://fmttibudni.gov.in/files/SOP_Drone_Application_English_cdr.pdf","publisher":"Government of India","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying"],"summaryJa":"公式SOPの候補。検索で概要を確認したがPDF本文の取得はタイムアウト。詳細手順の検証待ち。","summaryEn":"Official SOP candidate; search summary found but PDF retrieval timed out. Detailed procedures remain unverified.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn66search45"},{"id":"in-crop-sop","title":"Crop-specific SOP for drone application 2023","url":"https://fmttibudni.gov.in/files/Crop_Specific_SOP_2023_cdr.pdf","publisher":"Government of India","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying"],"summaryJa":"作物別SOP候補。公式PDFの取得に失敗しており、数値条件や適用作物は本文確認待ち。","summaryEn":"Crop-specific SOP candidate; failed PDF retrieval leaves quantitative conditions and crop coverage unverified.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn66search48"},{"id":"in-jeypore-training","title":"Drone Spraying Demonstration and Training Programme","url":"https://www.icar.org.in/en/drone-spraying-demonstration-and-training-programme","publisher":"ICAR IISWC","language":"en","country":"IN","publishedDate":"2024-03","accessedDate":"2026-10-30","topics":["operations","case-study"],"summaryJa":"村落での実演と農薬・栄養剤の安全使用教育を組み合わせる普及活動。実演開催は収益効果の証明とは区別する。","summaryEn":"Village demonstrations combine equipment use with pesticide and nutrient safety; event delivery is distinct from demonstrated profitability.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view0"},{"id":"in-hyderabad-skills","title":"Skill development on agricultural drones and nano fertilizers","url":"https://www.icar.org.in/en/skill-development-programme-agricultural-drones-cum-nano-fertilizers","publisher":"ICAR CRIDA","language":"en","country":"IN","publishedDate":"2025-02-28","accessedDate":"2026-10-30","topics":["operations","training"],"summaryJa":"土壌診断、散布手順、IoT、実機演習を合わせた5日間の研修。操縦だけでなく農学判断を扱う。","summaryEn":"Five-day training combines soil testing, spray protocols, IoT and hands-on work rather than piloting alone.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view1"},{"id":"in-atari-project","title":"Agricultural Drone Project — Zone 10","url":"https://atari-hyderabad.org.in/drone","publisher":"ICAR ATARI Hyderabad","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","operations"],"summaryJa":"広域実演事業の実績と、充電場所不足・長い充電時間・電池価格という現場制約を併記する。","summaryEn":"Regional demonstration reporting also identifies missing charging points, long recharge times and battery cost.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view10"},{"id":"in-ciae-lab","title":"Drone Systems and Precision Farming Laboratories","url":"https://ciae.res.in/lab_ceaaa.html","publisher":"ICAR CIAE","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","research"],"summaryJa":"液滴分布・付着の試験、シミュレーション、RGB・マルチスペクトル解析を扱う研究設備の説明。","summaryEn":"Describes facilities for droplet distribution and deposition testing, simulation and RGB/multispectral analytics.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view11"},{"id":"in-icar-research","title":"Recent Research Initiatives — UAV applications","url":"https://icar.gov.in/en/recent-research-initiatives","publisher":"ICAR","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data"],"summaryJa":"地上調査、UAV、衛星を組み合わせる作付面積推定を研究項目として示す。単一センサーだけで完結しない。","summaryEn":"Lists crop-area assessment combining ground truth, UAV and satellite information.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view12"},{"id":"in-biopesticide-clusters","title":"Demonstration of Agri-drone for Biopesticides Application","url":"https://www.icar.gov.in/en/demonstration-agri-drone-biopesticides-application-organised","publisher":"ICAR NBAIR","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","case-study"],"summaryJa":"生物農薬の油性製剤を複数作物で実演。製剤と配送方法の組合せを検証する普及・研究活動。","summaryEn":"Multi-crop demonstrations explore delivery of oil-based biopesticide formulations.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn75view13"},{"id":"in-weed-research","title":"Significant Achievements 2024–25 — drone herbicide research","url":"https://dwr.org.in/Downloads/Books_and_Other_publications/Significant%20Achievements%28English%29%202024-25.pdf","publisher":"ICAR Directorate of Weed Research","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["research","spraying"],"summaryJa":"水稲除草剤のドローン施用試験を含む候補報告。本文取得はサービスエラーで未完了。","summaryEn":"Candidate report includes rice herbicide trials; full document retrieval failed with a service error.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"government/research","rankingEvidence":null,"ref":"turn61search10"},{"id":"in-nbair-2024","title":"ICAR-NBAIR demonstrates agri-drone crop protection","url":"https://icar.gov.in/en/icar-nbair-demonstrates-utility-agri-drone-crop-protection","publisher":"ICAR NBAIR","language":"en","country":"IN","publishedDate":"2024-03-22","accessedDate":"2026-10-30","topics":["spraying","case-study"],"summaryJa":"高い作物や不整地での散布課題を背景に、生物農薬の配送を実演した2024年の報告。","summaryEn":"2024 demonstration report addresses biopesticide delivery in tall crops and difficult terrain.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view0"},{"id":"in-ajmer-spices","title":"Ajmer demonstration of drone technology for farmers","url":"https://www.icar.org.in/en/icar-nrcss-ajmer-demonstrated-drone-technology-farmers-0","publisher":"ICAR NRCSS","language":"en","country":"IN","publishedDate":"2022-10-11","accessedDate":"2026-10-30","topics":["industry","case-study"],"summaryJa":"種子香辛料産地で散布、監視、若手の受託就業機会を紹介した普及事例。","summaryEn":"Seed-spice-region outreach discusses spraying, monitoring and service opportunities for young operators.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view2"},{"id":"in-kisan-mela","title":"Kisan Mela on Drone Technology in Agriculture","url":"https://www.icar.gov.in/en/kisan-mela-drone-technology-agriculture","publisher":"ICAR CRIDA","language":"en","country":"IN","publishedDate":"2024-03-28","accessedDate":"2026-10-30","topics":["training","industry"],"summaryJa":"農家への実演と対話を通じ、園芸・畜産など用途を紹介。将来可能性と検証済み性能は分ける。","summaryEn":"Farmer demonstrations discuss horticultural and livestock applications; proposed uses should not be confused with validated performance.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view2"},{"id":"in-ayodhya-enterprise","title":"Drone Didi of Ayodhya: rural agri-entrepreneurship","url":"https://www.icar.org.in/en/drone-didi-ayodhya-giving-wings-rural-women-through-agri-entrepreneurship","publisher":"ICAR ATARI Kanpur","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","case-study"],"summaryJa":"農家が散布受託、研修、現場実演を収入源にした事例。補助を受けた機体と農業事業全体を区別して採算を読む。","summaryEn":"Case of spraying services, training and demonstrations; subsidized equipment and wider farm income must be separated in economic analysis.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view3"},{"id":"in-jute-demo","title":"Agri-drone demonstration at ICAR-CRIJAF","url":"https://www.icar.org.in/en/agri-drone-demonstration-icar-crijaf","publisher":"ICAR CRIJAF","language":"en","country":"IN","publishedDate":"2023-03-22","accessedDate":"2026-10-30","topics":["spraying","case-study"],"summaryJa":"生育したジュートの高さと密な樹冠が手散布を難しくする背景からドローン実演を行った。","summaryEn":"Demonstration responds to the difficulty of manual spraying in tall, dense jute canopies.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view4"},{"id":"in-nrri-sensors","title":"Workshop on drone technology in agriculture","url":"https://www.icar.org.in/en/node/6420","publisher":"ICAR NRRI / IARI","language":"en","country":"IN","publishedDate":"2022-04-21","accessedDate":"2026-10-30","topics":["sensing","training"],"summaryJa":"異なる積載量の機体とマルチ・ハイパースペクトル計測、可視化を研究者と農家へ紹介。","summaryEn":"Workshop demonstrates payload differences, multi/hyperspectral sensing and visualization to researchers and farmers.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view5"},{"id":"in-crida-dryland","title":"Demonstration of drone at ICAR-CRIDA Farm","url":"https://icar.org.in/en/demonstration-drone-icar-crida-farm","publisher":"ICAR CRIDA","language":"en","country":"IN","publishedDate":"2023-06-27","accessedDate":"2026-10-30","topics":["sensing","industry"],"summaryJa":"天水農業で適期性・精度・自動化を重視し、作況監視と病害虫・栄養状態への研究利用を提案。","summaryEn":"Dryland program emphasizes timeliness, precision and automation alongside crop, pest and nutrient research.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view6"},{"id":"in-horticulture-ict","title":"ICT-enabled technology delivery for sustainable horticulture","url":"https://epubs.icar.org.in/index.php/IndHort/article/view/163683","publisher":"Indian Horticulture / ICAR","language":"en","country":"IN","publishedDate":"2025","accessedDate":"2026-10-30","topics":["data","platform"],"summaryJa":"ドローン実演に加え、地域言語の助言や双方向の情報提供を扱う。農家が行動できる伝達設計の資料。","summaryEn":"Connects drone demonstrations with local advisory channels and two-way communication that farmers can act on.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view7"},{"id":"in-pjtau-academy","title":"PJTAU Drone Academy","url":"https://pjtau.edu.in/drone-academy/","publisher":"PJTAU","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","seeding"],"summaryJa":"操縦資格だけでなく修理保守教育と播種装置研究も扱う大学拠点。技術・人材基盤の組合せを示す。","summaryEn":"University hub combines pilot training, repair education and seed-dispensing research.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view8"},{"id":"in-ramgarh-fair","title":"Mechanization and drone technology fair at Ramgarh","url":"https://www.icar.org.in/en/farmers-fair-mechanization-and-drone-technology-organised-ramgarh","publisher":"ICAR RCER","language":"en","country":"IN","publishedDate":"2026-02-03","accessedDate":"2026-10-30","topics":["industry","training"],"summaryJa":"女性や小規模農家向け機械化の中にドローンを位置付ける2026年の現場普及活動。","summaryEn":"2026 outreach places drones within broader women-oriented and small-farm mechanization.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn83view6"},{"id":"in-mpkv-training","title":"Training program on drones for precision agriculture","url":"https://icar.gov.in/en/ddg-agricultural-education-inaugurates-training-program-drones-precision-agriculture","publisher":"ICAR / MPKV","language":"en","country":"IN","publishedDate":"2022-10-10","accessedDate":"2026-10-30","topics":["training","history"],"summaryJa":"MPKVで研究者・起業家・農家向けの精密農業ドローン研修を実施。散布・地図・ストレス判別と、操縦訓練組織・実験室の整備をつなぐ事例じゃ。","summaryEn":"MPKV training connects spraying, mapping and crop-stress assessment with a drone laboratory and approved pilot-training organization.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn304view8"},{"id":"in-tamil-economics","title":"Economic Analysis of Drone Technology in Agriculture: Tamil Nadu FPOs","url":"https://journaljeai.com/index.php/JEAI/article/view/3168","publisher":"Journal of Experimental Agriculture International","language":"en","country":"IN","publishedDate":"2024-12-28","accessedDate":"2026-10-30","topics":["economics","research"],"summaryJa":"タミル・ナードゥの水稲経営を比較した調査。対象地・標本数・費用範囲を確認し、別地域への一般化を避ける。","summaryEn":"Survey compares rice farms in Tamil Nadu; sample, locality and cost boundaries limit generalization.","verification":"read","reviewScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn78view11"},{"id":"in-india-lca","title":"Optimizing UAV Spraying: A Life Cycle and Efficiency Analysis in India","url":"https://www.mdpi.com/2071-1050/17/13/6211","publisher":"Sustainability","language":"en","country":"IN","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","research"],"summaryJa":"エネルギー価格感度と散布のライフサイクル分析を扱う論文候補。本文はアクセス制限で未確認。","summaryEn":"Candidate study examines energy-price sensitivity and spraying life cycles; article access was rate-limited.","verification":"search-only","reviewScope":"search metadata only; page retrieval failed","sourceType":"research-paper","rankingEvidence":null,"ref":"turn66search37"},{"id":"in-india-perspective","title":"Unmanned aerial vehicle and its application in Indian Agriculture","url":"https://epubs.icar.org.in/index.php/IndFarm/article/view/110596","publisher":"Indian Farming / ICAR","language":"en","country":"IN","publishedDate":"2021","accessedDate":"2026-10-30","topics":["history","sensing"],"summaryJa":"土壌、作況、保険、排水、災害評価まで用途を俯瞰する2021年の技術展望。","summaryEn":"2021 perspective surveys soil, crop health, insurance, drainage and damage-assessment applications.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view13"},{"id":"in-crop-insurance-2021","title":"Drone remote sensing permission for crop-insurance yield estimation","url":"https://www.pib.gov.in/PressReleasePage.aspx?PRID=1699360&lang=2&reg=3","publisher":"PIB / Ministry of Civil Aviation","language":"en","country":"IN","publishedDate":"2021-02-19","accessedDate":"2026-10-30","topics":["history","sensing"],"summaryJa":"2021年に作物保険の収量推定向け遠隔計測へ条件付き許可を出した歴史資料。現在の一般許可ではない。","summaryEn":"Historical 2021 conditional permission for crop-insurance remote sensing, not a current general authorization.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view14"},{"id":"in-digital-agri-mission","title":"Promotion of New Technologies in Agriculture","url":"https://www.pib.gov.in/Pressreleaseshare.aspx?PRID=2118770&lang=2&reg=48","publisher":"PIB / DA&FW","language":"en","country":"IN","publishedDate":"2025-04-04","accessedDate":"2026-10-30","topics":["platform","policy"],"summaryJa":"受託機械利用とドローン施策を、Agristackや意思決定支援などデジタル公共基盤の政策と併記。","summaryEn":"Places hiring services and drones alongside Agristack and decision-support public infrastructure.","verification":"read","reviewScope":"relevant retrieved passages","sourceType":"government/research","rankingEvidence":null,"ref":"turn78view15"}]},{"code":"ID","nameJa":"インドネシア","nameEn":"Indonesia","region":"Southeast Asia","summaryJa":"稲作の散布・播種を広げながら、地域の操縦・整備人材と標準作業を育てとるんよ。小区画をつなぐ受託の段取りと、撮影後の解析まで見ていこう。","summaryEn":"Rice spraying and seeding programmes are building local operator skills and operating procedures. Service logistics across small plots and post-flight analysis matter alongside equipment.","historyJa":"研究機や播種・粒剤散布の試作から、地域実証、大学の画像解析研修、SNIの紹介とSOPづくりへ広がってきたんよ。室内スウォーム研究は、屋外農薬散布の商用実績と分けて読むんじゃ。","historyEn":"Research aircraft and spreading prototypes have been followed by regional demonstrations, university image-analysis training and standards discussions. Indoor swarm research is distinct from commercial outdoor spraying.","prioritiesJa":["小区画をまたぐ受託サービス","散布品質と作業手順の検証","操縦・整備人材の育成"],"prioritiesEn":["Contract services across small plots","Spray quality and procedure validation","Operator and maintenance training"],"rankingStatus":"not-verifiable","rankingNoteJa":"国別の全媒体横断の閲覧数順位は確認できていない。掲載資料は調査コレクションであり、人気順位ではない。","targetCount":30,"sources":[{"id":"id-01","title":"BRMP Mektan dan CropLife Indonesia Finalisasi Pembahasan SOP Penggunaan Drone Pertanian","url":"https://mekanisasi.brmp.pertanian.go.id/index.php/berita/brmp-mektan-dan-croplife-indonesia-finalisasi-pembahasan-sop-penggunaan-drone-pertanian","publisher":"BRMP Mektan, Ministry of Agriculture","language":"id","country":"ID","publishedDate":"2026-06-26","accessedDate":"2026-10-30","topics":["operations","standards","training"],"summaryJa":"農業用ドローンSOPの最終協議を報告。操縦者の能力、労働安全、技術運用を確認し、文書は公表準備段階と説明する。","summaryEn":"A final SOP discussion covered operator competence, occupational safety and technical operation; the article describes preparation for publication, not proof of enacted requirements.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn29view3","observedViews":233,"viewsScope":"single publisher page; not comparable national readership","viewsObservedDate":"2026-10-30","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"id-02","title":"Kementan Dorong Modernisasi Pertanian, Petani CSR Kapuas Dilibatkan Operasikan Drone","url":"https://www.pertanian.go.id/home/?act=view&id=7626&show=news","publisher":"Ministry of Agriculture","language":"id","country":"ID","publishedDate":"2026-03-29","accessedDate":"2026-10-30","topics":["training","mapping","maintenance"],"summaryJa":"検索結果ではKapuasで航法、広域農地マッピング、機体保守の研修を紹介。直接ページ取得はリダイレクトで失敗し、追加検証が必要。","summaryEn":"Search evidence describes navigation, farm mapping and maintenance training in Kapuas; direct retrieval failed on a redirect and requires follow-up.","verification":"search-only","sourceType":"primary","rankingEvidence":null,"ref":"turn20search7","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"title":"IPB University Bantu Petani Mesuji Analisis Kondisi Tanaman dan Optimalisasi Produksi Pertanian dengan Drone - IPB University - Indonesia's #1 Agriculture University","url":"https://www.ipb.ac.id/news/index/2026/08/ipb-university-bantu-petani-mesuji-analisis-kondisi-tanaman-dan-optimalisasi-produksi-pertanian-dengan-drone/","ref":"turn45view0","id":"id-03","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2026-08-14","accessedDate":"2026-10-30","topics":["sensing","data","water"],"summaryJa":"潮汐の影響を受けるMesuji水田で、画像・GISと住民の季節知識を組み合わせる研究。","summaryEn":"Mesuji research combines drone imagery and GIS with residents’ knowledge of seasonal water conditions.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Peneliti IPB University Kembangkan Swarm Drone untuk Indoor Farming Berbasis AI - IPB University - Indonesia's #1 Agriculture University","url":"https://www.ipb.ac.id/news/index/2026/03/peneliti-ipb-university-kembangkan-swarm-drone-untuk-indoor-farming-berbasis-ai/","ref":"turn45view1","id":"id-04","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2026-03-04","accessedDate":"2026-10-30","topics":["swarm","sensing","platform"],"summaryJa":"屋内農場の固定センサー障害を補う小型群飛行を開発。露地散布の商用スウォームとは区別する。","summaryEn":"An indoor swarm research concept backs up fixed sensors; it is not evidence of commercial outdoor spraying swarms.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Uji Coba Drone Pertanian Hingga Bedah Rantai Nilai Beras, TEP IPB University Perkuat Agribisnis Padi Papua - IPB University - Indonesia's #1 Agriculture University","url":"https://www.ipb.ac.id/news/index/2026/09/uji-coba-drone-pertanian-hingga-bedah-rantai-nilai-beras-tep-ipb-university-perkuat-agribisnis-padi-papua/","ref":"turn45view2","id":"id-05","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2026-09-08","accessedDate":"2026-10-30","topics":["economics","operations","logistics"],"summaryJa":"Merauke実証は散布時間に加え、雨期の農道整備と操縦・保守教育の必要を指摘する。","summaryEn":"Merauke demonstrations highlight farm-road access in wet conditions and operator maintenance training alongside spraying efficiency.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Lab STR DIKE UGM Terima Kunjungan DGNet, Bahas Kolaborasi Sistem Deteksi Gulma Berbasis Drone dan AI untuk Pertanian Presisi – Department Computer Science and Electronics","url":"https://dcse.fmipa.ugm.ac.id/lab-str-dike-ugm-terima-kunjungan-dgnet-bahas-kolaborasi-sistem-deteksi-gulma-berbasis-drone-dan-ai-untuk-pertanian-presisi/","ref":"turn45view3","id":"id-06","publisher":"Universitas Gadjah Mada","language":"id","country":"ID","publishedDate":"2026-06-13","accessedDate":"2026-10-30","topics":["sensing","AI","research"],"summaryJa":"水田の雑草検出に画像、AI、空間情報を組み合わせる産学連携の協議段階を記録。","summaryEn":"A university–industry discussion explores drone imagery, AI and spatial mapping for rice-field weed detection.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Departemen Proteksi Tanaman dan TNC IPB University Gelar Workshop Drone Agrikultur, Siapkan SDM Kuasai Teknologi Masa Depan – Departemen Proteksi Tanaman – IPB University","url":"https://ptn.ipb.ac.id/departemen-proteksi-tanaman-dan-tnc-ipb-university-gelar-workshop-drone-agrikultur-siapkan-sdm-kuasai-teknologi-masa-depan/","ref":"turn45view4","id":"id-07","publisher":"IPB University","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","operations"],"summaryJa":"2025年11月の3日間研修で、農業機体の理論と実習を組み合わせた人材育成を実施。","summaryEn":"A November 2025 workshop combines agricultural-drone theory and practical training across three days.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Sayuran - BRMP Sayuran Dorong Modernisasi Pertanian dengan Penerapan Teknologi Drone","url":"https://sayuran.brmp.pertanian.go.id/berita/brmp-sayuran-dorong-modernisasi-pertanian-dengan-penerapan-teknologi-drone","ref":"turn45view5","id":"id-08","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":"2026-02-04","accessedDate":"2026-10-30","topics":["spraying","vegetables","research"],"summaryJa":"野菜試験圃場の初期導入事例。記事自体が追加試験と評価の必要を認める。","summaryEn":"An early vegetable-field demonstration explicitly calls for further testing and assessment.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP PAPUA - BRMP Papua Hadirkan Teknologi Drone untuk Pemupukan Presisi Tanaman Padi","url":"https://papua.brmp.pertanian.go.id/berita/brmp-papua-hadirkan-teknologi-drone-untuk-pemupukan-presisi-tanaman-padi","ref":"turn45view6","id":"id-09","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["fertilizer","rice","operations"],"summaryJa":"Jayapuraで田植え後21日の稲へ施肥を実施した報告。作物生育段階と作業を結びつける事例。","summaryEn":"Jayapura reports drone fertilisation at 21 days after rice transplanting, linking work to crop stage.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Drone Penebar Benih dan Pupuk Granule","url":"https://pustaka.bppsdmp.pertanian.go.id/index-berita/drone-penebar-benih-dan-pupuk-granule","ref":"turn45view7","id":"id-10","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","fertilizer","principles"],"summaryJa":"散布機を種子・粒状肥料用に改造する構成と、試験機の作業幅・容量を紹介。","summaryEn":"Describes conversion of a spraying platform for seed and granular fertiliser distribution and prototype operating parameters.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Guest Lecture Seri 42: Precision IPM 4.0, Integrasi Drone untuk Pengendalian Hama Terpadu – Departemen Proteksi Tanaman – IPB University","url":"https://ptn.ipb.ac.id/guest-lecture-seri-42-precision-ipm-4-0-integrasi-drone-untuk-pengendalian-hama-terpadu/","ref":"turn45view8","id":"id-11","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2026-08-27","accessedDate":"2026-10-30","topics":["IPM","training","sensing"],"summaryJa":"総合的病害虫管理の授業にドローン監視と的確な防除判断を組み込む教育事例。","summaryEn":"A teaching programme integrates drone monitoring and targeted action into integrated pest management.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Penggunaan Drone Spraying pada Praktikum Mata Kuliah Pengendalian Gulma - Departemen Agronomi dan Hortikultura","url":"https://agrohort.ipb.ac.id/penggunaan-drone-spraying-pada-praktikum-mata-kuliah-pengendalian-gulma/","ref":"turn45view9","id":"id-12","publisher":"IPB University","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","weeds","spraying"],"summaryJa":"雑草防除実習で機体、動作原理、散布運用を学ぶ。農学と操縦教育を接続する。","summaryEn":"Weed-management practical teaching covers equipment, operating principles and agricultural drone spraying.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Inovasi Pembasmi Hama Tanaman dengan Drone Otonom - Universitas Gadjah Mada","url":"https://ugm.ac.id/id/berita/18919-inovasi-pembasmi-hama-tanaman-dengan-drone-otonom/","ref":"turn45view10","id":"id-13","publisher":"Universitas Gadjah Mada","language":"id","country":"ID","publishedDate":"2020-01-09","accessedDate":"2026-10-30","topics":["history","autonomy","principles"],"summaryJa":"UGMが独自飛行制御器を用いた固定翼自律機を紹介。研究試作と現行製品を区別する資料。","summaryEn":"UGM describes a fixed-wing autonomous research system using its own flight controller.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Perancangan Sistem Informasi Geografis Budidaya Padi (Oryza sativa) Berbasis Citra Drone Multispektral","url":"https://repository.ipb.ac.id/handle/123456789/163487","ref":"turn45view11","id":"id-14","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2025","accessedDate":"2026-10-30","topics":["data","platform","sensing"],"summaryJa":"学位論文の要旨で、農地所有・作付・施肥・圃場状態を統合するWeb GISの設計を確認。","summaryEn":"A thesis abstract describes a web GIS linking land ownership, cropping cycles, fertilisation and field condition.","verification":"read","sourceType":"thesis-abstract","rankingEvidence":null,"readScope":"Published abstract; full text not reviewed."},{"title":"Dinas Pertanian Kota Denpasar bekerjasama dengan Pupuk Indonesia melaksanakan deployment untuk uji sistem prediksi hasil panen padi berbasis kamera multispektral yang di-attached pesawat tanpa awak (drone) di subak Umadesa. - Dinas Pertanian Kota Denpasar","url":"https://www.pertanian.denpasarkota.go.id/berita/dinas-pertanian-kota-denpasar-bekerjasama-dengan-pupuk-indonesia-melaksanakan-deployment-untuk-uji-sistem-prediksi-hasil-panen-padi-berbasis-kamera-multispektral-yang-di-attached-pesawat-tanpa-awak-drone-di-subak-umadesa","ref":"turn45view12","id":"id-15","publisher":"Denpasar Department of Agriculture","language":"id","country":"ID","publishedDate":"2024-03-13","accessedDate":"2026-10-30","topics":["sensing","yield","validation"],"summaryJa":"Denpasarがマルチスペクトル画像による収量予測と従来の坪刈り比較の試験を報告。","summaryEn":"Denpasar reports testing multispectral rice-yield prediction against conventional crop-cut assessment.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP PAPUA - Optimalkan Pemupukan Padi PM-AAS, BRMP Papua Lakukan Mapping Sawah dengan Drone","url":"https://papua.brmp.pertanian.go.id/berita/optimalkan-pemupukan-padi-pm-aas-brmp-papua-lakukan-mapping-sawah-dengan-drone","ref":"turn45view13","id":"id-16","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["mapping","fertilizer","operations"],"summaryJa":"施肥前に水田をマッピングする工程を紹介。飛行作業を準備・実行に分けて読む事例。","summaryEn":"A Papua field report documents mapping before fertilisation, making the preparation stage explicit.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Gandeng Hokkaido University, PUSPICS Fakultas Geografi UGM Selenggarakan Hands-on Training Workshop mengenai Pertanian Presisi Menggunakan Drone – Fakultas Geografi","url":"https://geo.ugm.ac.id/2023/03/20/gandeng-hokkaido-university-puspics-fakultas-geografi-ugm-selenggarakan-hands-on-training-workshop-nengenai-pertanian-presisi-menggunakan-drone/","ref":"turn45view14","id":"id-17","publisher":"Universitas Gadjah Mada","language":"id","country":"ID","publishedDate":"2023-03-20","accessedDate":"2026-10-30","topics":["history","training","data"],"summaryJa":"北海道大学等との地域連携で撮影とデータ処理の実地研修を実施。人材移転の記録。","summaryEn":"A regional university partnership delivers hands-on image acquisition and processing training.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Publikasi Penelitian: Drone Multispektral untuk Memantau Kesehatan Tanaman Pepaya secara Lebih Cepat dan Presisi","url":"https://smartagri.tp.ugm.ac.id/2026/06/17/publikasi-penelitian-drone-multispektral-untuk-memantau-kesehatan-tanaman-pepaya-secara-lebih-cepat-dan-presisi.xhtml","ref":"turn45view15","id":"id-18","publisher":"Universitas Gadjah Mada","language":"id","country":"ID","publishedDate":"2026-06-17","accessedDate":"2026-10-30","topics":["sensing","AI","validation"],"summaryJa":"パパイヤ103本の画像と生理測定を対応づける研究紹介。外観だけで健康状態を決めない設計。","summaryEn":"A study summary links imagery of 103 papaya trees to physiological measurements rather than appearance alone.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Pelatihan Pengolahan Data Drone Multispektral Digelar di TILC Sekolah Vokasi UGM – DTK SV UGM","url":"https://dtk.sv.ugm.ac.id/pelatihan-pengolahan-data-drone-multispektral-digelar-di-tilc-sekolah-vokasi-ugm/","ref":"turn45view17","id":"id-19","publisher":"Universitas Gadjah Mada","language":"id","country":"ID","publishedDate":"2025-02-13","accessedDate":"2026-10-30","topics":["training","data","sensing"],"summaryJa":"マルチスペクトル画像処理研修を紹介。撮影後の解析能力を整備する必要が見える。","summaryEn":"A multispectral processing workshop illustrates the skills needed after aerial data acquisition.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Kesesuaian Sistem Budidaya Berbagai Varietas Padi dan Pembandingan Teknik Penyemprotan Manual dengan Aplikasi Drone","url":"https://repository.ipb.ac.id/handle/123456789/152777","ref":"turn45view18","id":"id-20","publisher":"IPB University","language":"id","country":"ID","publishedDate":"2024","accessedDate":"2026-10-30","topics":["spraying","economics","research"],"summaryJa":"稲品種・栽培体系の研究と、手散布／ドローンの時間・液滴比較を記載する修士論文要旨。","summaryEn":"A master’s thesis abstract includes comparisons of manual and drone spraying time and droplet measures.","verification":"read","sourceType":"thesis-abstract","rankingEvidence":null,"readScope":"Published abstract; full text not reviewed."},{"title":"Berita BRMP Mektan - Drone Pertanian AGRA 30 : Transformasi Pertanian Modern Indonesia","url":"https://mekanisasi.brmp.pertanian.go.id/berita/drone-pertanian-agra-30-transformasi-pertanian-modern-indonesia","ref":"turn45view19","id":"id-21","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":"2026-07-06","accessedDate":"2026-10-30","topics":["industry","history","equipment"],"summaryJa":"BRMP MektanとAerotronによるAGRA30開発を機械化の一環として紹介。性能は独立比較ではない。","summaryEn":"BRMP describes AGRA30 development with Aerotron within agricultural mechanisation; it is not an independent performance comparison.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Kaltim - Dukung PM-AAS, BRMP Kaltim Terapkan Drone untuk Pengendalian OPT Padi di Samarinda","url":"https://kaltim.brmp.pertanian.go.id/index.php/berita/dukung-pm-aas-brmp-kaltim-terapkan-drone-untuk-pengendalian-opt-padi-di-samarinda","ref":"turn110view0","id":"id-22","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["IPM","operations"],"summaryJa":"Samarindaの圃場で、観察・防除を含む栽培全工程を伴走支援するモデルを報告。","summaryEn":"A Samarinda programme accompanies field preparation, crop monitoring and pest management throughout the crop cycle.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Sulawesi Selatan - Aplikasi POC AGN menggunakan drone pada tanaman padi kegiatan pertanian modern di Soppeng","url":"https://sulsel.brmp.pertanian.go.id/berita/aplikasi-poc-agn-menggunakan-drone-pada-tanaman-padi-kegiatan-pertanian-modern-di-soppeng","ref":"turn110view1","id":"id-23","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":"2025-11-24","accessedDate":"2026-10-30","topics":["fertilizer","operations"],"summaryJa":"Soppengの5ha実証で生育段階別の液体肥料散布を報告。現場の報告値を一般性能と分けて読む。","summaryEn":"A five-hectare Soppeng demonstration reports liquid fertiliser application by crop stage; figures remain site-specific.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"ICARE BSIP Kementerian Pertanian RI - BRMP Sultra Tingkatkan Kompetensi ASN melalui Pelatihan Digitalisasi Modernisasi Pertanian","url":"https://icare.brmp.pertanian.go.id/publikasi/berita/rxoub-1787817199/brmp-sultra-tingkatkan-kompetensi-asn-melalui-pelatihan-digitalisasi-modernisasi-pertanian","ref":"turn110view2","id":"id-24","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","maintenance"],"summaryJa":"Sulawesi Tenggaraの職員研修でデジタル農業と農業機体操作を扱い、普及担当者の能力を整える。","summaryEn":"Southeast Sulawesi trains extension personnel in digital agriculture and agricultural-drone operation.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Sulawesi Selatan - BRMP Sulsel Bekali Petani Milenial Sidrap Teknologi Drone untuk Padi PM-AAS","url":"https://sulsel.brmp.pertanian.go.id/berita/brmp-sulsel-bekali-petani-milenial-sidrap-teknologi-drone-untuk-padi-pm-aas","ref":"turn110view3","id":"id-25","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","adoption"],"summaryJa":"Sidrapの若手農家が理論に続き実機操作を学ぶ。地域で使い続けるための技能形成の事例。","summaryEn":"Young Sidrap farmers practise operation after theory sessions, building skills for local continuation.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"BPPSDMP - Kementan Dorong Modernisasi Budidaya Padi melalui Drone Seeder dalam GERTAM PM-AAS di Muaro Jambi","url":"https://bppsdmp.pertanian.go.id/post/berita/kementan-dorong-modernisasi-budidaya-padi-melalui-drone-seeder-dalam-gertam-pm-aas-di-muaro-jambi","ref":"turn110view4","id":"id-26","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","water","platform"],"summaryJa":"Muaro JambiのPM-AASは直播・水管理・機械化を一体として扱う。収量目標と実測結果を区別する。","summaryEn":"Muaro Jambi’s PM-AAS integrates direct seeding, water management and mechanisation; targets are distinct from measured outcomes.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Mektan - Pembahasan SOP Drone Pertanian di BRMP Mektan","url":"https://mekanisasi.brmp.pertanian.go.id/berita/pembahasan-sop-drone-pertanian-di-brmp-mektan","ref":"turn110view5","id":"id-27","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":"2026-04-01","accessedDate":"2026-10-30","topics":["operations","standards"],"summaryJa":"準備、散布パラメータ、飛行、リスク管理を含むSOP協議。6月の最終協議に至る策定過程を記録。","summaryEn":"SOP deliberations cover preparation, application parameters, flight and risk management before later finalisation.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BRMP Sulawesi Barat - Pengendalian Dini Hama Penggerek Batang Padi Kegiatan PM-AAS Gunakan Drone Pertanian","url":"https://sulbar.brmp.pertanian.go.id/berita/pengendalian-dini-hama-penggerek-batang-padi-kegiatan-pm-aas-gunakan-drone-pertanian","ref":"turn110view6","id":"id-28","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":"2026-05-13","accessedDate":"2026-10-30","topics":["IPM","spraying"],"summaryJa":"茎害虫の卵塊を地上観察で発見してから防除を判断した事例。現地確認と散布を接続する。","summaryEn":"A field team’s detection of stem-borer egg masses triggers intervention, connecting ground scouting to drone application.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Info Teknologi: Drone Sprayer, Efektif Ringankan Pekerjaan Petani","url":"https://pustaka.bppsdmp.pertanian.go.id/info-literasi/info-teknologi-drone-sprayer-efektif-ringankan-pekerjaan-petani","ref":"turn110view7","id":"id-29","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","history"],"summaryJa":"農業図書館による散布機技術の概説と研究への参照。個別機体の導入可否には別途仕様確認が必要。","summaryEn":"An agricultural-library overview links spraying technology to research references; it does not validate a particular purchase.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Berita BBRMP Babel - SNI 9199:2023 mengenai Pesawat Udara Nirawak Pertanian Penyemprotan – Syarat Mutu dan Metode Uji","url":"https://babel.brmp.pertanian.go.id/berita/sni-91992023-mengenai-pesawat-udara-nirawak-pertanian-penyemprotan-syarat-mutu-dan-metode-uji","ref":"turn110view8","id":"id-30","publisher":"Ministry of Agriculture Indonesia","language":"id","country":"ID","publishedDate":null,"accessedDate":"2026-10-30","topics":["standards","equipment"],"summaryJa":"SNI 9199:2023の品質要件・試験方法を農業機関が紹介する。規格本文の全条項確認ではない。","summaryEn":"An agricultural agency introduces SNI 9199:2023 quality and testing requirements; the full standard was not reviewed.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."}],"analysisEvidenceIds":["id-04","id-10","id-19","id-27","id-30"],"rankingNoteEn":"No auditable cross-publisher national readership ranking was verified. This is a curated research collection, not a most-read list.","selectionMethodJa":"公的機関・大学・原著論文を優先し、現地語と英語で検索。規制、現場、採算、歴史、データを横断した資料集で、報道・メーカー発表・データセット・要約閲覧も種類と範囲を区別しとる。","selectionMethodEn":"Prioritized public agencies, universities and original research in local languages and English. Sources cover regulation, operations, economics, history and data; reports, manufacturer accounts, datasets and abstract-only readings are explicitly distinguished.","researchGapsJa":["国別・全媒体横断の閲覧数上位30位は未検証。単一サイトの閲覧数は全国順位にならん。","read は本文または明示した要約・対象節の確認を意味し、全資料の全文精読を意味せん。","同条件の長期採算、屋外スウォームの商用実績、農産物配送の継続運用データは、この資料集だけでは十分に比較できん。"],"researchGapsEn":["The national top 30 by readership remains unverified; counters on individual pages do not establish national rankings.","Read means the body, abstract or stated section was reviewed, not that every source was read in full.","Comparable long-run economics, commercial outdoor swarm evidence and sustained agricultural-delivery operations remain insufficiently covered."],"readCount":29,"searchOnlyCount":1},{"code":"TH","nameJa":"タイ","nameEn":"Thailand","region":"Southeast Asia","summaryJa":"水田・サトウキビ・果樹で、受託サービスと地域の保守網が育っとる。稼働率だけでなく、順番待ち、修理、電池や調製設備まで含めて採算を見るんじゃ。","summaryEn":"Rice, sugarcane and orchard applications depend on service operators and local maintenance networks. Economics must include queues, repair downtime, batteries and mixing infrastructure.","historyJa":"2017年の水田防除試験、2020年の受託経済調査、サトウキビの作業時間研究を経て、操縦・整備・校正の研修へ知識が積み重なっとるんよ。","historyEn":"Rice-protection trials in 2017, a 2020 service-economics study and sugarcane time studies provide a research trail alongside growing training in piloting, maintenance and calibration.","prioritiesJa":["稲作サービス事業者の稼働率","熱帯環境の散布品質","航空・無線・農薬要件の確認"],"prioritiesEn":["Rice-service utilisation","Spray quality in tropical conditions","Aviation, radio and pesticide requirements"],"rankingStatus":"not-verifiable","rankingNoteJa":"国別の全媒体横断の閲覧数順位は確認できていない。掲載資料は調査コレクションであり、人気順位ではない。","targetCount":30,"sources":[{"id":"th-01","title":"Thailand Scales Up Farm Drones to Cut Costs and Boost Yields","url":"https://thailand.go.th/public/issue-focus-detail/thailand-scales-up-farm-drones-to-cut-costs-and-boost-yields","publisher":"Thailand government portal","language":"en","country":"TH","publishedDate":"2026-06-16","accessedDate":"2026-10-30","topics":["economics","training","services"],"summaryJa":"ナコンパノムの稲作実証と、学習拠点・農家研修を紹介。費用や収量の値は特定実証の報告であり、全農家の保証値ではない。","summaryEn":"The government portal connects a Nakhon Phanom rice demonstration with learning centres and farmer training; reported economics are project-specific.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn29view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-02","title":"เกษตรแปลงใหญ่เฮ ! ‘ปุ๋ยคีเลตสูตรใหม่’ ใช้งานได้ทั้งโดรนและระบบท่อน้ำ","url":"https://www.nstda.or.th/home/news_post/sci-update-chelate-smart-agritecture/","publisher":"NSTDA / NANOTEC","language":"th","country":"TH","publishedDate":"2025-02-06","accessedDate":"2026-10-30","topics":["fertilizer","research","industry"],"summaryJa":"NANOTECがドローンや配管施肥に適したキレート肥料製剤を開発。機体以外に資材の適合性も農業システムの設計要素になる。","summaryEn":"NANOTEC describes chelated fertiliser formulations adapted for drone and pipe-system application, illustrating the importance of input compatibility.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn29view2","observedViews":2605,"viewsScope":"single publisher page; not comparable national readership","viewsObservedDate":"2026-10-30","readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"แนวทางปฎิบัติในการใช้งานโดรนเพื่อการเกษตร | ศูนย์วิทยบริการเพื่อส่งเสริมการเกษตร","url":"https://esc.doae.go.th/%E0%B9%82%E0%B8%94%E0%B8%A3%E0%B8%99%E0%B9%80%E0%B8%9E%E0%B8%B7%E0%B9%88%E0%B8%AD%E0%B8%81%E0%B8%B2%E0%B8%A3%E0%B9%80%E0%B8%81%E0%B8%A9%E0%B8%95%E0%B8%A3/","ref":"turn70view5","id":"th-03","publisher":"Department of Agricultural Extension","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","training"],"summaryJa":"農業普及局による農業ドローン運用パンフレットの公式掲載ページ。資料本文は画像・PDFで別途確認が必要。","summaryEn":"Official landing page for an agricultural-drone operations leaflet; the full image/PDF content needs separate review.","verification":"search-only","sourceType":"document-landing-page","rankingEvidence":null,"readScope":"Document landing page only; attachment or embedded list not fully reviewed."},{"title":"โดรน 6 ใบพัดสมอง AI เพื่องานเกษตรอัจฉริยะ - นิตยสารสาระวิทย์ โดย สวทช.","url":"https://www.nstda.or.th/sci2pub/ai-drone/","ref":"turn70view7","id":"th-04","publisher":"NSTDA","language":"th","country":"TH","publishedDate":"2024-04-17","accessedDate":"2026-10-30","topics":["principles","AI","research"],"summaryJa":"マヒドン大学のAI制御6ローター試作機を紹介。研究機の能力と市販機の運用実績を混同しない。","summaryEn":"Describes Mahidol University’s AI-controlled six-rotor prototype; research capability is distinct from proven commercial operation.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"depa Smart Drone for Agriculture training in Chaiyaphum","url":"https://www.depa.or.th/th/article-view/20260805_01","ref":"turn70view8","id":"th-05","publisher":"depa","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","maintenance","services"],"summaryJa":"Chaiyaphumで地域操縦者の研修を報告。操縦と整備の技能だけでなく地域サービス網の形成を重視。","summaryEn":"Chaiyaphum training emphasises pilot and maintenance skills and a network of community agricultural-drone operators.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"depa community agricultural drone projects","url":"https://depa.or.th/th/community/drone","ref":"turn137view0","id":"th-06","publisher":"depa","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["services","economics"],"summaryJa":"地域共同体のドローン導入事業を掲載。収益・費用の値は事業別の自己報告で、全国代表値ではない。","summaryEn":"Community project reports present local adoption results, not nationally representative causal estimates.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"4 Agri-tech startup applications","url":"https://www.depa.or.th/th/article-view/4-agri-tech-startup","ref":"turn137view4","id":"th-07","publisher":"depa","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","platform"],"summaryJa":"農業ドローンを他の農業デジタル技術と並べる概説。実装判断には作物・製品別の検証を追加する。","summaryEn":"An overview places drones alongside other agricultural digital technologies; crop-specific validation remains necessary.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"รองปลัดเศรษฐเกียรติฯ เร่งหารือการใช้ “โดรน” เพื่อประโยชน์ทางการเกษตร","url":"https://www.moac.go.th/news-preview-461291792795","ref":"turn137view7","id":"th-08","publisher":"Ministry of Agriculture and Cooperatives","language":"th","country":"TH","publishedDate":"2024-05-16","accessedDate":"2026-10-30","topics":["platform","sensing","policy"],"summaryJa":"農業調査でドローン、衛星、ITを組み合わせる省内協議を紹介。協議・提案と本番導入を区別する。","summaryEn":"A ministry discussion considers drone, satellite and IT agricultural surveys; proposals are distinct from deployed services.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-09","title":"Precision Agriculture with Drones KU 2025","url":"https://sdgs2026.ku.ac.th/project/precision-agriculture-drone-2025?lang=en","publisher":"Kasetsart University","language":"en","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform","irrigation"],"summaryJa":"大学の圃場監視事業報告。マルチスペクトル画像をクラウドと農家向け助言につなぐ。効果値は事業側の自己報告。","summaryEn":"University project reporting links multispectral monitoring to cloud-based farmer advice; reported benefits are project self-reports.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn149view0","observedViews":172,"viewsScope":"page counter only; no national ranking","viewsObservedDate":"2026-10-30","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-10","title":"Kasetsart and Chia Tai demonstrate XAG P60 apple-snail control","url":"https://agri.kps.ku.ac.th/News/newsact/act_detailen.php?News_Act_ID=3388&prev=index.php","publisher":"Kasetsart University","language":"en","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","training","rice"],"summaryJa":"2026年9月のスクミリンゴガイ管理実演。農学部と企業が現場操縦者の知識を学生と共有。","summaryEn":"A September 2026 rice-field demonstration connects golden apple snail management, university education and professional drone operators.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn149view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-11","title":"Guidelines for The Utilization of Unmanned Aerial Vehicle in Promoting and Enhancing Rice Farming Among Farmers in Song Phi Nong District, Suphanburi Province","url":"https://so03.tci-thaijo.org/index.php/sduhs/article/view/284537","publisher":"Journal of Multidisciplinary in Social Sciences","language":"en","country":"TH","publishedDate":"2026-04-10","accessedDate":"2026-10-30","topics":["adoption","economics","training"],"summaryJa":"農家400人と専門家10人の調査。高い取得費と操作の複雑さを普及課題として挙げる。","summaryEn":"Surveys of 400 farmers and interviews with 10 experts identify acquisition cost and operational complexity as adoption barriers.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn149view2","readScope":"Published abstract; full text not reviewed."},{"id":"th-12","title":"Factors Influencing the Adoption of Drone Services for Rice Farming in Suphan Buri Province","url":"https://so02.tci-thaijo.org/index.php/jam/article/view/274034","publisher":"Arts of Management Journal","language":"en","country":"TH","publishedDate":"2025","accessedDate":"2026-10-30","topics":["adoption","services","economics"],"summaryJa":"スパンブリー農家400人の調査。知人からの紹介と電話がサービス利用の接点で、流通・業務プロセスも分析。","summaryEn":"A 400-farmer survey examines drone-service adoption, including acquaintance referrals, telephone booking and service processes.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn149view3","readScope":"Published abstract; full text not reviewed."},{"id":"th-13","title":"Efficacy of the FAZER helicopter unmanned aerial vehicle (UAV) in controlling rice leaf folder and dirty panicle disease in paddy fields","url":"https://li04.tci-thaijo.org/index.php/IJAT/article/view/6240","publisher":"International Journal of Agricultural Technology","language":"en","country":"TH","publishedDate":"2021","accessedDate":"2026-10-30","topics":["spraying","rice","efficacy"],"summaryJa":"特定の稲病害虫に対するFAZER無人ヘリの試験。結果は試験対象・薬剤・条件に限られる。","summaryEn":"A field trial compares FAZER helicopter spraying with conventional application for specific rice pests and diseases.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn149view5","readScope":"Published abstract; full text not reviewed."},{"id":"th-14","title":"การวิเคราะห์ความคุ้มค่าในการลงทุนใช้เทคโนโลยีโดรนเพื่อปลูกข้าว กรณีศึกษาตำบลนาหนองไผ่ อำเภอชุมพลบุรี จังหวัดสุรินทร์","url":"https://so06.tci-thaijo.org/index.php/JSSP/article/view/265679","publisher":"Journal of Social Science Panyapat","language":"th","country":"TH","publishedDate":"2023","accessedDate":"2026-10-30","topics":["economics","services"],"summaryJa":"農家3人・企業担当者1人の聞き取りによる5年試算。自家利用と受託散布を合わせた採算で一般化には注意。","summaryEn":"A five-year model uses interviews with three farmers and one supplier; returns combine own-farm use with spraying services.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn239view0","readScope":"Published abstract; full text not reviewed."},{"id":"th-15","title":"ประสิทธิภาพและผลกระทบต่อศัตรูธรรมชาติของสารป้องกันกำจัดแมลงบางชนิด เพื่อควบคุมเพลี้ยไฟในนาข้าวโดยใช้อากาศยานไร้คนขับ (โดรน)","url":"https://li01.tci-thaijo.org/index.php/joacmu/article/view/259847","publisher":"Journal of Agricultural Research and Communications","language":"th","country":"TH","publishedDate":"2024","accessedDate":"2026-10-30","topics":["spraying","pests","biodiversity"],"summaryJa":"稲アザミウマの散布試験で害虫抑制だけでなく天敵の多様性と薬剤費も評価する。","summaryEn":"Rice-thrips spraying trials assess pest control alongside natural-enemy diversity and pesticide cost.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn239view1","readScope":"Published abstract; full text not reviewed."},{"id":"th-16","title":"การประยุกต์ใช้เทคโนโลยีโดรนในการลดต้นทุนและเพิ่มประสิทธิภาพการผลิต ของเกษตรกรในระบบการเกษตรแบบพอเพียง: กรณีศึกษาในจังหวัดเพชรบุรี","url":"https://so17.tci-thaijo.org/index.php/BASSBJ/article/view/1267","publisher":"Srinakharinwirot Business Administration Journal","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["adoption","economics"],"summaryJa":"ペッチャブリーの30〜40歳428人の質問票調査。報告は相関的で全国・全年齢の因果効果を示さない。","summaryEn":"A questionnaire study of 428 farmers aged 30–40 in Phetchaburi reports associations rather than nationwide causal effects.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn239view2","readScope":"Published abstract; full text not reviewed."},{"id":"th-17","title":"Drone-based application of inflorescence-inducing chemicals in longan orchards: Effects of flight altitude and mixing ratios","url":"https://ph01.tci-thaijo.org/index.php/easr/article/view/264277","publisher":"Engineering and Applied Science Research","language":"en","country":"TH","publishedDate":"2026-04-30","accessedDate":"2026-10-30","topics":["spraying","orchards","calibration"],"summaryJa":"リュウガン園で飛行高度と花芽誘導散布を比較。濃度と樹当たり総投与量の区別が重要。","summaryEn":"A longan trial compares flight heights and flowering-induction treatments, distinguishing concentration from total dose per tree.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn242view7","readScope":"Published abstract; full text not reviewed."},{"id":"th-18","title":"Effectiveness Analysis of Drone Use for Rice Production in Central Thailand","url":"https://www.ide.go.jp/library/English/Publish/Reports/Brc/pdf/27_05.pdf","publisher":"IDE-JETRO Bangkok Research Center","language":"en","country":"TH","publishedDate":"2020","accessedDate":"2026-10-30","topics":["history","economics","battery","services"],"summaryJa":"受託者の電池・充電器・発電機・混合槽費を記録。待ち行列、近隣の評判、修理待ちも普及に影響。","summaryEn":"A field survey documents battery, charger, generator and mixing-tank costs alongside service queues, neighbour trust and repair delays.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn242view0","readScope":"abstract, adoption barriers and service-provider cost table"},{"id":"th-19","title":"Smart Farming and Agricultural Safety through TechnologicalAdvancement in Drone Spraying – JMCER","url":"https://jmcer.org/research/smart-farming-and-agricultural-safety-through-technologicaladvancement-in-drone-spraying/","publisher":"JMCER","language":"en","country":"TH","publishedDate":"2024-09-18","accessedDate":"2026-10-30","topics":["spraying","orchards"],"summaryJa":"ドリアン園で4散布方式を比較する研究。散布液量の削減を有効成分量削減と混同しない。","summaryEn":"Research compares four durian spraying methods; reduced spray-liquid volume should not be equated automatically with reduced active ingredient.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn242view4","readScope":"Published abstract; full text not reviewed."},{"id":"th-20","title":"Remotely Piloted Aircraft (RPA) Regulation – The Civil Aviation Authority of Thailand (CAAT)","url":"https://www.caat.or.th/en/do-you-know/171528/","publisher":"Civil Aviation Authority of Thailand","language":"en","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"操縦者と機体の登録をUAS Portalへ案内する公式資料じゃ。添付資料の全条項まで読了した扱いにはしとらん。","summaryEn":"CAAT directs pilot and aircraft registration to its UAS Portal. The landing-page guidance was read; linked attachments were not fully reviewed.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn254view0","readScope":"Portal guidance; linked attachments not fully reviewed."},{"id":"th-21","title":"ขั้นตอนและเงื่อนไขการขออนุญาตทำการบิน “โดรนเกษตร” – The Civil Aviation Authority of Thailand (CAAT)","url":"https://www.caat.or.th/caat-media/167323/","publisher":"Civil Aviation Authority of Thailand","language":"th","country":"TH","publishedDate":"2025-08-10","accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"2025年の国境情勢に伴う農業飛行手続を示す当時の通知じゃ。現在の飛行許可を保証する資料ではなく、最新通知との照合が要るんよ。","summaryEn":"Historical August 2025 agricultural-flight procedures responded to border restrictions. Registration, insurance and risk assessment mattered; current flights require checking the latest notices.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn254view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-22","title":"กรมส่งเสริมการเกษตร ชวนเกษตรกรเรียนรู้ “โดรนเพื่อการเกษตร” เปิดอบรมพัฒนาทักษะผู้ควบคุมโดรน สู่การเป็นผู้ให้บริการด้านการเกษตรในชุมชน – กรมส่งเสริมการเกษตร กระทรวงเกษตรและสหกรณ์","url":"https://www.doae.go.th/%E0%B8%81%E0%B8%A3%E0%B8%A1%E0%B8%AA%E0%B9%88%E0%B8%87%E0%B9%80%E0%B8%AA%E0%B8%A3%E0%B8%B4%E0%B8%A1%E0%B8%81%E0%B8%B2%E0%B8%A3%E0%B9%80%E0%B8%81%E0%B8%A9%E0%B8%95%E0%B8%A3-%E0%B8%8A%E0%B8%A7-20/","publisher":"Department of Agricultural Extension","language":"th","country":"TH","publishedDate":"2026-05-08","accessedDate":"2026-10-30","topics":["training","services","operations"],"summaryJa":"農家120人向けの操縦・保守・許認可研修を告知。機体配布だけでなく、地域の作業受託者を育てる設計に注目じゃ。","summaryEn":"DOAE announced four training cohorts for 120 farmers covering flight, maintenance and permissions, linking skills development to community agricultural services.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn254view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-23","title":"Revolutionizing Sugarcane Farming in Thailand with DJI Agras T30","url":"https://ag.dji.com/case-studies/agras-t30-sugarcane-thailand","publisher":"DJI Agriculture","language":"en","country":"TH","publishedDate":"2024-11-20","accessedDate":"2026-10-30","topics":["spraying","sugarcane","economics"],"summaryJa":"サトウキビへのT30利用事例。投入資材と散布回数も変わっとるけえ、掲載収益差を機体だけの効果とは読めんよ。","summaryEn":"A manufacturer case compares sugarcane spraying methods. Chemical inputs and treatment schedules also differ, so reported income changes cannot isolate the drone effect.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn280view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-24","title":"DJI AGRAS T40 in Thailand sugarcane plantations","url":"https://ag.dji.com/case-studies/ag-t40-th-sugarcane","publisher":"DJI Agriculture","language":"en","country":"TH","publishedDate":"2023-04-19","accessedDate":"2026-10-30","topics":["fertilizer","sugarcane","economics"],"summaryJa":"T40と液肥体系を組み合わせた農園事例じゃ。肥料体系の変更を含むメーカー報告として扱い、独立した比較試験と混同せんこと。","summaryEn":"DJI profiles a sugarcane operator combining T40 spraying with a changed liquid-fertilizer programme. This is a manufacturer case, not an isolated comparative drone trial.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn254view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-25","title":"The Efficacy of the Unmanned Aerial Vehicle (UAV) for Controlling Rice Dirty Panicle Disease","url":"https://li01.tci-thaijo.org/index.php/thaiagriculturalresearch/article/view/151299","publisher":"Thai Agricultural Research Journal","language":"en","country":"TH","publishedDate":"2019","accessedDate":"2026-10-30","topics":["spraying","rice","field-trial"],"summaryJa":"2017年のスパンブリー圃場試験で穂の病害防除と付着・飛散を評価。結果は試験条件に限られ、他作物の処方へ直結せんよ。","summaryEn":"A 2017 Suphanburi field trial assessed rice dirty-panicle control, deposition and drift. Its findings apply to the tested conditions rather than universal spray prescriptions.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn285view0","readScope":"Published abstract."},{"id":"th-26","title":"Drone-Based Remote Sensing for Low-Emission Rice -","url":"https://thailandricehub.org/event/drone-based-remote-sensing-for-low-emission-rice/","publisher":"Thailand Rice Hub / Kasetsart University Rice Science Center","language":"en","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","training","data-platform"],"summaryJa":"低排出稲作向けの研修は撮影から処理、解析、モデル化までをつなぐ。飛ばす技能と、営農判断に使えるデータづくりは一組じゃ。","summaryEn":"The March 2026 low-emission rice workshop links field image acquisition, processing, analysis and modelling, illustrating the full pathway from flying to usable agronomic evidence.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn254view10","readScope":"Event description; no claim that training established emission reductions."},{"id":"th-27","title":"XAG Launches it First Authorized Service Center in Thailand with Chia Tai","url":"https://www.xa.com/en/news/official/xag/Service-Center-Thailand","publisher":"XAG","language":"en","country":"TH","publishedDate":"2025-05-14","accessedDate":"2026-10-30","topics":["industry","maintenance","services"],"summaryJa":"Chia Taiと整備拠点を開設したメーカー発表じゃ。販売後の修理・保守網が、農繁期に稼働を保つ産業基盤になるんよ。","summaryEn":"XAG announced an authorized Thai service centre with Chia Tai. Local repair and maintenance capacity is a concrete part of the agricultural-drone value chain.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn302view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-28","title":"depa Smart Drone for Agriculture training in Chumphon","url":"https://www.depa.or.th/th/article-view/20260819_04","publisher":"Digital Economy Promotion Agency (depa)","language":"th","country":"TH","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","batteries","maintenance","operations"],"summaryJa":"チュムポーン研修では飛行前後点検、噴霧系・モーター・電池の保守、電池緊急対応まで扱う。地上作業の技能も操縦と同じく大事じゃ。","summaryEn":"Chumphon training covers pre- and post-flight checks, spray-system and battery maintenance, basic repairs and battery emergencies alongside flight skills.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn311view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"th-29","title":"การศึกษาเวลาและอุปสรรคในการฉีดพ่นปุ๋ยทางใบในไร่อ้อยด้วยโดรน รถแทรกเตอร์ และแรงงานคน","url":"https://li01.tci-thaijo.org/index.php/agkasetkaj/article/view/251705","publisher":"Khon Kaen Agriculture Journal","language":"th","country":"TH","publishedDate":"2021-12-14","accessedDate":"2026-10-30","topics":["operations","fertilizer","sugarcane","economics"],"summaryJa":"サトウキビの葉面散布で、既存の飛行計画を再利用すると作業時間が短くなった研究じゃ。生育の高さには処理間の差が出とらん。","summaryEn":"A sugarcane time study found that reusing flight plans reduced drone work time. Plant-height differences were not significant across the tested application methods.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn343view0","readScope":"Published abstract; issue dated 2022, page publication dated 2021-12-14."},{"id":"th-30","title":"Kasetsart demonstration of calibrated fertilizer spreading with XAG P100 Pro","url":"https://www.agri.kps.ku.ac.th/News/newsact/act_detail.php?News_Act_ID=3410&prev=index.php","publisher":"Kasetsart University, Kamphaeng Saen Faculty of Agriculture","language":"th","country":"TH","publishedDate":"2026-10-08","accessedDate":"2026-10-30","topics":["fertilizer","calibration","training"],"summaryJa":"稲への肥料散布実演で、散布量の校正・圃場境界の描画・設定値を学生が学ぶ。短い実演飛行を一日の実作業能力には置き換えんよ。","summaryEn":"A rice-field demonstration teaches spread-rate calibration, boundary mapping and parameter setup. Its brief demonstration flight is not evidence of whole-day operational capacity.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn343view2","readScope":"Retrieved source text; exact review extent was not recorded."}],"analysisEvidenceIds":["th-18","th-25","th-28","th-29","th-30"],"rankingNoteEn":"No auditable cross-publisher national readership ranking was verified. This is a curated research collection, not a most-read list.","selectionMethodJa":"公的機関・大学・原著論文を優先し、現地語と英語で検索。規制、現場、採算、歴史、データを横断した資料集で、報道・メーカー発表・データセット・要約閲覧も種類と範囲を区別しとる。","selectionMethodEn":"Prioritized public agencies, universities and original research in local languages and English. Sources cover regulation, operations, economics, history and data; reports, manufacturer accounts, datasets and abstract-only readings are explicitly distinguished.","researchGapsJa":["国別・全媒体横断の閲覧数上位30位は未検証。単一サイトの閲覧数は全国順位にならん。","read は本文または明示した要約・対象節の確認を意味し、全資料の全文精読を意味せん。","同条件の長期採算、屋外スウォームの商用実績、農産物配送の継続運用データは、この資料集だけでは十分に比較できん。"],"researchGapsEn":["The national top 30 by readership remains unverified; counters on individual pages do not establish national rankings.","Read means the body, abstract or stated section was reviewed, not that every source was read in full.","Comparable long-run economics, commercial outdoor swarm evidence and sustained agricultural-delivery operations remain insufficiently covered."],"readCount":29,"searchOnlyCount":1},{"code":"VN","nameJa":"ベトナム","nameEn":"Vietnam","region":"Southeast Asia","summaryJa":"メコンデルタでは直播・施肥・防除を水管理や資材削減と組み合わせとる。画像AIや公開データも増えとるが、農家が次の作業を決められる情報へ変えるのが肝心じゃ。","summaryEn":"Mekong Delta programmes combine seeding, fertilization and crop protection with wider agronomy. Growing imagery research and open datasets must translate into actionable farm decisions.","historyJa":"2021年の病害虫管理の検討、2022年の直播・受託事例から、圃場試験基準、低排出稲作、苗・雑草・果樹の画像データへ展開しとる。複合技術の成果を機体だけに帰属させんことじゃ。","historyEn":"The evidence spans 2021 pest-management discussion, 2022 seeding and service cases, field-trial standards, low-emission rice and image datasets. Combined agronomic outcomes cannot be attributed solely to drones.","prioritiesJa":["小規模農家向け共同利用","稲作工程とデータの接続","現地規制と許認可の確認"],"prioritiesEn":["Shared services for smallholders","Connecting rice workflows and data","Local permissions and regulation"],"rankingStatus":"not-verifiable","rankingNoteJa":"国別の全媒体横断の閲覧数順位は確認できていない。掲載資料は調査コレクションであり、人気順位ではない。","targetCount":30,"sources":[{"id":"vn-01","title":"Drone technology enhances rice farming in Viet Nam","url":"https://www.fao.org/e-agriculture/news/drone-technology-enhances-rice-farming-viet-nam","publisher":"FAO","language":"en","country":"VN","publishedDate":"2025-04-07","accessedDate":"2026-10-30","topics":["seeding","fertilizer","training","history"],"summaryJa":"FAOとVAASがニンビン省Gia Phongで直播・施肥を実証。2ha試験と農家・協同組合・サービス事業者の研修を組み合わせる。","summaryEn":"FAO and VAAS describe a two-hectare rice direct-seeding demonstration in Gia Phong, coupled with training for cooperatives and service providers.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn29view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"IRRI News: Francophone Parliamentarians Explore Low-Emission Rice Farming in Vietnam","url":"https://news.irri.org/2025/02/francophone-parliamentarians-explore.html","ref":"turn70view9","id":"vn-02","publisher":"IRRI","language":"en","country":"VN","publishedDate":"2025-02-10","accessedDate":"2026-10-30","topics":["history","sustainability","fertilizer"],"summaryJa":"Can Thoの低排出稲作実証に、施肥・農薬ドローンや水位センサーを組み合わせた取り組みを紹介。","summaryEn":"A Can Tho low-emission rice pilot combines fertiliser and pesticide drones with water-level sensors and wider agronomy.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Quy định mới về điều kiện đăng ký, khai thác sử dụng phương tiện bay không người lái | Cục hàng không Việt Nam","url":"https://caa.gov.vn/hoat-dong-nganh/quy-dinh-moi-ve-dieu-kien-dang-ky-khai-thac-su-dung-phuong-tien-bay-khong-nguoi-lai-20251107155903218.htm","ref":"turn70view10","id":"vn-03","publisher":"Civil Aviation Authority of Vietnam","language":"vi","country":"VN","publishedDate":"2025-11-14","accessedDate":"2026-10-30","topics":["regulation","swarm"],"summaryJa":"2025年政令の登録・運用条件を解説。一人で複数機を運用する場合も技術的安全要件の立証を求める。","summaryEn":"Explains 2025 registration and operation rules, including technical safety evidence when one person controls multiple aircraft.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"UAV hyperspectral image acquisition and processing, an application for nutrient estimation of rice in Vietnam | Vietnam Journal of Earth Sciences","url":"https://vjst.vast.vn/jse/article/view/21306","ref":"turn135view0","id":"vn-04","publisher":"Vietnam Journal of Earth Sciences","language":"en","country":"VN","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","validation"],"summaryJa":"1ha稲作試験でハイパースペクトル計測を検討。リンとカリウムの推定性能が異なり、色の地図をそのまま施肥指示にしない。","summaryEn":"A one-hectare hyperspectral rice study reports different nutrient-estimation performance, cautioning against direct prescriptions from colour maps.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"readScope":"Published abstract; full text not reviewed."},{"title":"A dataset of aligned RGB and multispectral UAV imagery for semantic segmentation of weedy rice - PMC","url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12670920/","ref":"turn135view1","id":"vn-05","publisher":"Data in Brief / An Giang University","language":"en","country":"VN","publishedDate":"2025-11-10","accessedDate":"2026-10-30","topics":["data","weeds","AI"],"summaryJa":"メコンデルタ3作期のRGB・マルチスペクトル画像と専門家修正ラベルを公開。学習データと現場判断を区別する。","summaryEn":"An open dataset combines aligned imagery across three Mekong Delta seasons with expert-corrected labels for weedy-rice research.","verification":"read","sourceType":"research","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Frontiers | UAV-based estimation of post-sowing rice plant density using RGB imagery and deep learning across multiple altitudes","url":"https://www.frontiersin.org/journals/computer-science/articles/10.3389/fcomp.2025.1551326/full","ref":"turn135view2","id":"vn-06","publisher":"Frontiers in Computer Science","language":"en","country":"VN","publishedDate":"2025-07-11","accessedDate":"2026-10-30","topics":["sensing","seeding","AI"],"summaryJa":"播種後の稲株密度を複数高度のRGB画像で推定。撮影条件・高度の検証が性能解釈に必要。","summaryEn":"A study estimates post-sowing rice density from RGB imagery at multiple altitudes, emphasising acquisition conditions.","verification":"read","sourceType":"research","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"XAG P100 Pro Agricultural Drone Launches in Vietnam: Bigger, Foldable and Cost Saving","url":"https://www.xa.com/en/news/official/xag/209","ref":"turn135view3","id":"vn-07","publisher":"XAG","language":"en","country":"VN","publishedDate":"2023-07-20","accessedDate":"2026-10-30","topics":["industry","operations","history"],"summaryJa":"Dong ThapでP100 Pro導入とデジタル農業協同組合を発表。輸送・研修・保守を含むメーカー側の事例。","summaryEn":"XAG reports its P100 Pro launch and a Dong Thap cooperative, connecting product distribution with transport, training and support.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Có máy bay nông nghiệp đa năng, nông dân trồng lúa nhàn hơn bao giờ hết | Viện Khoa học Nông nghiệp Việt Nam","url":"https://vaas.vn/vi/khoa-hoc/co-may-bay-nong-nghiep-da-nang-nong-dan-trong-lua-nhan-hon-bao-gio-het","ref":"turn135view4","id":"vn-08","publisher":"Vietnam Academy of Agricultural Sciences","language":"vi","country":"VN","publishedDate":"2022-06-10","accessedDate":"2026-10-30","topics":["seeding","history","services"],"summaryJa":"OM380の直播を手播き対照と比較する実証を紹介。修理拠点や資金支援も導入工程に含む。","summaryEn":"An OM380 direct-seeding demonstration includes a manual comparator and discusses maintenance centres and financing access.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"MiSmart: Khát vọng cơ giới hoá nông nghiệp | Viện Khoa học Nông nghiệp Việt Nam","url":"https://vaas.vn/vi/khoa-hoc-cong-nghe/mismart-khat-vong-co-gioi-hoa-nong-nghiep","ref":"turn135view6","id":"vn-09","publisher":"Vietnam Academy of Agricultural Sciences","language":"vi","country":"VN","publishedDate":"2022-06-01","accessedDate":"2026-10-30","topics":["industry","history"],"summaryJa":"MiSmartの創業と国産機開発を紹介する産業史資料。企業の性能主張は独立試験と分けて扱う。","summaryEn":"An industry profile documents MiSmart’s origins and domestic development; company claims are not independent trials.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Chuyển đổi số nông nghiệp gặp khó vì viễn thông không kéo mạng ra ngoài đồng","url":"https://chuyendoiso.mard.gov.vn/2023/05/chuyen-oi-so-nong-nghiep-gap-kho-vi.html","ref":"turn135view7","id":"vn-10","publisher":"Ministry of Agriculture digital transformation portal","language":"vi","country":"VN","publishedDate":"2023-05-26","accessedDate":"2026-10-30","topics":["platform","connectivity","industry"],"summaryJa":"圃場の通信不足がデジタル化を阻むという会合報告。クラウド設計には圃場の接続条件を織り込む。","summaryEn":"A workshop report identifies missing field connectivity as a digitalisation barrier, informing offline-capable platform design.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"6,000 drones deployed in agriculture across Mekong Delta farmlands in Vietnam","url":"https://news.tuoitre.vn/6000-drones-deployed-in-agriculture-across-mekong-delta-farmlands-in-vietnam-10326100911284903.htm","ref":"turn135view9","id":"vn-11","publisher":"Tuoi Tre News","language":"en","country":"VN","publishedDate":"2026-10-09","accessedDate":"2026-10-30","topics":["industry","spraying"],"summaryJa":"業界会合を取材し、全面散布では資材削減につながらない場合があるとの発言を紹介。技術効果は別途一次研究で確認する。","summaryEn":"Forum reporting raises concerns about blanket spraying; technical effectiveness requires separate primary research.","verification":"read","sourceType":"media","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-12","title":"Vol 66, Issue 1, [02 - 2025]: Study on selecting Vegetation Indices to determine potassium content in rice plants using UAV multispectral imagery   - Study on selecting Vegetation Indices to determine potassium content in rice plants using UAV multispectral imagery","url":"https://tapchi.humg.edu.vn/en/archives?article=1642","publisher":"Journal of Mining and Earth Sciences","language":"en","country":"VN","publishedDate":"2025-02-01","accessedDate":"2026-10-30","topics":["sensing","nutrition","validation"],"summaryJa":"稲の生育段階別画像を採葉分析と比較。カリウム推定の指標選択は品種・時期にも関係する。","summaryEn":"Rice potassium estimation pairs multispectral images with laboratory leaf samples across growth stages and cultivars.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn149view7","observedViews":1087,"viewsScope":"journal page counter; not national readership ranking","viewsObservedDate":"2026-10-30","readScope":"Published abstract; full text not reviewed."},{"id":"vn-13","title":"Ứng dụng công nghệ UAV (drones) theo dõi và hỗ trợ cảnh báo sớm dịch hại vùng canh tác lúa tỉnh Sóc Trăng","url":"https://ctujsvn.ctu.edu.vn/index.php/ctujsvn/article/view/3822","publisher":"Can Tho University Journal of Science","language":"vi","country":"VN","publishedDate":"2021-04-30","accessedDate":"2026-10-30","topics":["sensing","pests","validation"],"summaryJa":"ソクチャンの稲病害虫をNDVI・NDREと現地調査で分類。画像だけで病因を確定する仕組みではない。","summaryEn":"Soc Trang rice pest monitoring combines NDVI/NDRE with field surveys to classify infestation severity.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn149view8","readScope":"Published abstract; full text not reviewed."},{"id":"vn-14","title":"Ứng dụng công nghệ UAV (drones) theo dõi sinh trưởng và dự báo năng suất lúa tại vùng canh tác lúa tỉnh Hậu Giang","url":"https://ctujsvn.ctu.edu.vn/index.php/%20ctujsvn/article/view/4839","publisher":"Can Tho University Journal of Science","language":"vi","country":"VN","publishedDate":"2023-05-19","accessedDate":"2026-10-30","topics":["sensing","yield","validation"],"summaryJa":"ハウザンの生育・収量推定。植生指標と収量構成要素の関係を検討する一方、土壌硬度との関係は未確定。","summaryEn":"Hau Giang research relates vegetation indices to rice-yield components while leaving soil-compaction relationships unresolved.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn242view3","readScope":"Published abstract; full text not reviewed."},{"id":"vn-15","title":"DJI AGRAS T30 spraying intercropped coffee and durian on steep terrain in Vietnam","url":"https://ag.dji.com/case-studies/ag-uescase-pt-four-times-faster-than-manual-spraying-how-dji-t30-spray-intercropped-coffee-and-durian-trees-on-steep-terrain-in-vietnam","publisher":"DJI Agriculture","language":"en","country":"VN","publishedDate":"2024-05-13","accessedDate":"2026-10-30","topics":["spraying","operations","orchards"],"summaryJa":"傾斜地のコーヒー・ドリアン混植のメーカー事例。測量1時間や船での機体移動も作業工程に含む。","summaryEn":"A manufacturer case documents mixed coffee/durian slopes, an hour of surveying and ferry transfers between separated plots.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn242view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-16","title":"Vietnam rice farmers shifting to sustainable agricultural practices – Rice Today","url":"https://www.ricetoday.irri.org/vietnam-rice-farmers-shifting-to-sustainable-agricultural-practices/","publisher":"IRRI / Rice Today","language":"en","country":"VN","publishedDate":"2024-04-25","accessedDate":"2026-10-30","topics":["fertilizer","water","adoption"],"summaryJa":"間断灌漑とドローン施肥を紹介する報道要約。複数技術の効果をドローンだけに帰属させない。","summaryEn":"A news digest describes alternate wetting/drying and drone fertilisation together; combined benefits cannot be attributed solely to drones.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"ref":"turn242view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-17","title":"Optimising effectiveness of unmanned aerial vehicles in agriculture","url":"https://en.nhandan.vn/optimising-effectiveness-of-unmanned-aerial-vehicles-in-agriculture-post164334.html","publisher":"Nhan Dan","language":"en","country":"VN","publishedDate":"2026-07-13","accessedDate":"2026-10-30","topics":["industry","protocol","services"],"summaryJa":"当局・業界への取材で製剤、機体、手順、研修の連携を論じる。記事中の技術主張は追加実証が必要。","summaryEn":"Interviews discuss coordination between formulations, aircraft, procedures and training; technical claims require independent validation.","verification":"read","sourceType":"media","rankingEvidence":null,"ref":"turn242view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-18","title":"SỬ DỤNG MÁY BAY KHÔNG NGƯỜI LÁI TRONG VIỆC GIÁM SÁT HOẠT ĐỘNG ĐỐT PHẾ PHỤ PHẨM TRONG NÔNG NGHIỆP","url":"https://nrsd.mae.gov.vn/su-dung-may-bay-khong-nguoi-lai-trong-viec-giam-sat-hoat-dong-dot-phe-phu-pham-trong-nong-nghiep-2726.htm","publisher":"National Remote Sensing Department, Ministry of Agriculture and Environment","language":"vi","country":"VN","publishedDate":"2025-12-03","accessedDate":"2026-10-30","topics":["sensing","environment","data-platform"],"summaryJa":"ハノイの農業残さ焼却をUAV画像で記録する調査じゃ。場所・時期・範囲の把握であり、画像だけで温室効果ガス量を測った話ではないんよ。","summaryEn":"The department describes UAV monitoring of crop-residue burning in Hanoi, documenting locations and extent with permission planning. Optical mapping is not direct greenhouse-gas measurement.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn273view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-19","title":"Quản lý dịch hại bằng thiết bị không người lái - Cổng Thông tin điện tử Bộ Khoa học và Công nghệ","url":"https://mst.gov.vn/quan-ly-dich-hai-bang-thiet-bi-khong-nguoi-lai-197149604.htm","publisher":"Ministry of Science and Technology","language":"vi","country":"VN","publishedDate":"2021-10-25","accessedDate":"2026-10-30","topics":["history","spraying","research"],"summaryJa":"2021年時点の病害虫管理への導入をたどる資料じゃ。機体安定性や気象、ローター気流と、防除手順の研究が課題として挙がっとる。","summaryEn":"A 2021 institutional report documents early pest-management applications and the need to study stability, weather, rotor airflow and validated operating procedures.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"ref":"turn273view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-20","title":"Ứng dụng thiết bị bay không người lái trong nông nghiệp","url":"https://tapchi.vaas.vn/vi/nong-nghiep-trong-nuoc/ung-dung-thiet-bi-bay-khong-nguoi-lai-trong-nong-nghiep","publisher":"Vietnam Academy of Agricultural Sciences","language":"vi","country":"VN","publishedDate":"2023-02-09","accessedDate":"2026-10-30","topics":["spraying","standards","field-trial"],"summaryJa":"2021〜2022年の複数作物・製剤での試験を経て、防除の圃場評価基準づくりが進んだ経緯じゃ。現在の個別使用許可とは区別するんよ。","summaryEn":"VAAS reports development of pesticide field-evaluation standards following multi-crop and formulation trials in 2021–2022. Historical standard development is distinct from current product authorization.","verification":"read","sourceType":"institutional-report","rankingEvidence":null,"ref":"turn270view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-21","title":"Design a Computer Vision Approach to Localize, Detect and Count Rice Seedlings Captured by a UAV-Mounted Camera","url":"https://www.techscience.com/cmc/v83n3/61064/html","publisher":"Computers, Materials & Continua","language":"en","country":"VN","publishedDate":"2025-05-19","accessedDate":"2026-10-30","topics":["sensing","rice","machine-learning"],"summaryJa":"播種後の苗を画像から識別・計数する研究じゃ。葉の重なりによる限界があり、株の推定と茎数の正確な計数は分けて考えるんよ。","summaryEn":"A computer-vision study localizes and counts early rice seedlings from UAV images. Leaf occlusion limits interpretation; seedling clusters are not equivalent to accurately counted tillers.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn273view2","readScope":"Abstract, method overview and conclusion."},{"id":"vn-22","title":"InterDuPa-UAV: A UAV-based Dataset for the Classification of Intercropped Durian and Papaya Trees","url":"https://zenodo.org/records/15664908","publisher":"Can Tho University and Vrije Universiteit Brussel / Zenodo","language":"en","country":"VN","publishedDate":"2025","accessedDate":"2026-10-30","topics":["sensing","dataset","orchards","machine-learning"],"summaryJa":"ドリアンとパパイアの混植を識別する公開データじゃ。元画像311枚と切り出し画像数を分けて記録し、3.8GBの実データは取得せず説明を読んどる。","summaryEn":"InterDuPa-UAV describes 311 source aerial images and derived durian/papaya image classes. The dataset record was read; its 3.8 GB image archives were not downloaded.","verification":"read","sourceType":"dataset","rankingEvidence":null,"ref":"turn333view0","readScope":"Version 2 metadata and description, not image-file inspection.","observedViews":354,"viewsScope":"This Zenodo dataset version only; not national readership or article ranking.","viewsObservedDate":"2026-10-30"},{"id":"vn-23","title":"RiGaD: An aerial dataset of rice seedlings for assessing germination rates and density","url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11615883/","publisher":"Data in Brief","language":"en","country":"VN","publishedDate":"2024-11-06","accessedDate":"2026-10-30","topics":["sensing","dataset","rice","machine-learning"],"summaryJa":"出芽率と密度評価向けの苗画像データじゃ。データ拡張後の枚数を、独立した圃場や飛行回数と数え違えんことが大切なんよ。","summaryEn":"RiGaD provides labelled rice-seedling imagery for germination and density assessment. Augmented image totals must not be interpreted as independent fields or flight observations.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn302view7","readScope":"Published abstract and dataset description."},{"id":"vn-24","title":"2024 UN in Viet Nam Annual Results Report — agricultural data and drone pilots","url":"https://mptf.undp.org/sites/default/files/documents/2025-05/2024_un_in_viet_nam_annual_results_report.pdf","publisher":"United Nations in Viet Nam","language":"en","country":"VN","publishedDate":"2025","accessedDate":"2026-10-30","topics":["data-platform","history","seeding","fertilizer"],"summaryJa":"国連年次報告は農業データ連携と、播種・施肥・防除などのドローン実証を報告。実証の実施と、全国普及や効果の確証は別々に読むんよ。","summaryEn":"The UN report describes agricultural data coordination and drone pilots for seeding, fertilizer and crop protection. Reported pilots are not proof of nationwide adoption or causal benefits.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn302view8","readScope":"Agriculture and digital-data section only."},{"id":"vn-25","title":"Vietnam’s Young Farmers Fly High with XAG Agricultural Drones","url":"https://www.xa.com/en/news/application/vietnam-pilot","publisher":"XAG","language":"en","country":"VN","publishedDate":"2025-05-17","accessedDate":"2026-10-30","topics":["services","operations","industry"],"summaryJa":"ティエンザンの若い作業受託者を紹介するメーカー記事じゃ。早朝から始まる受託業務を知る材料で、宣伝上の効率値を全国平均にはせんよ。","summaryEn":"XAG profiles a young Tien Giang drone-service operator and early-morning work routines. It is a manufacturer narrative, not representative national performance data.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn302view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-26","title":"Vietnam’s Durian Farmers Power Up with XAG Drones to Boost Efficiency","url":"https://www.xa.com/en/news/application/vietnam-durian","publisher":"XAG","language":"en","country":"VN","publishedDate":"2025-05-24","accessedDate":"2026-10-30","topics":["orchards","spraying","economics"],"summaryJa":"ドリアン農家の散布作業を紹介するメーカー事例候補じゃ。検索本文は確認できたがページ取得が続けて失敗したけえ、精読済みには数えとらん。","summaryEn":"This manufacturer case describes drone use in a durian orchard. Indexed text was found, but repeated page retrieval failed; it remains a search-only candidate.","verification":"search-only","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn285search2","readScope":"Search-index text only; repeated page timeouts."},{"id":"vn-27","title":"Vietnam Farmers Adopt XAG Agricultural Drone to Reduce Costs of Rice Production","url":"https://www.prnewswire.com/news-releases/vietnam-farmers-adopt-xag-agricultural-drone-to-reduce-costs-of-rice-production-301613071.html","publisher":"XAG press release via PR Newswire","language":"en","country":"VN","publishedDate":"2022-08-29","accessedDate":"2026-10-30","topics":["history","seeding","services","economics"],"summaryJa":"ドンタップの稲作農家が受託サービスを使う2022年のメーカー報告じゃ。作業者の到着遅れや種の扱い、農家の経験を設定に反映する過程が見えるんよ。","summaryEn":"A 2022 manufacturer account follows a Dong Thap farmer hiring drone services, describing labour delays, seed handling and pilots adapting settings to farmer knowledge.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn360view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-28","title":"Nhận dạng tình trạng cây lúa từ ảnh RGB UAV bằng phân đoạn superpixel và mạng convnext","url":"https://jst-ud.vn/jst-ud/article/view/10544","publisher":"University of Danang Journal of Science and Technology","language":"vi","country":"VN","publishedDate":"2026-07-31","accessedDate":"2026-10-30","topics":["sensing","rice","machine-learning"],"summaryJa":"RGB画像から生育中・倒伏・成熟の3区分を推定する研究じゃ。高い精度は手元データの検証区分内での値で、他地域への性能保証ではないんよ。","summaryEn":"SLIC segmentation and ConvNeXt classify green, lodged and ripe rice. Reported accuracy is internal validation on the study dataset, not demonstrated performance across other regions.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn336view0","readScope":"Published Vietnamese abstract.","observedViews":129,"viewsScope":"Publisher abstract counter for this page; not national readership.","viewsObservedDate":"2026-10-30"},{"id":"vn-29","title":"Testing new rice varieties with a full package drone cultivation process","url":"https://agriculture.vn/testing-new-rice-varieties-with-a-full-package-drone-cultivation-process-1275.html","publisher":"Agriculture.vn","language":"en","country":"VN","publishedDate":"2026-03-10","accessedDate":"2026-10-30","topics":["rice","seeding","economics","field-trial"],"summaryJa":"OM19・OM29とドローン作業、資材を組み合わせた試験の報道じゃ。複数要素を同時に変えとるけえ、費用差をドローンだけへ帰属させんよ。","summaryEn":"Coverage of OM19/OM29 trials describes a combined variety, input and drone-cultivation package. Cost differences cannot be attributed to drones alone.","verification":"read","sourceType":"media","rankingEvidence":null,"ref":"turn311view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"vn-30","title":"Khuyến cáo người dân trong quản lý và sử dụng thiết bị bay không người lái","url":"https://caa.gov.vn/an-ninh-an-toan/khuyen-cao-nguoi-dan-trong-quan-ly-va-su-dung-thiet-bi-bay-khong-nguoi-lai-20261014141034248.htm","publisher":"Civil Aviation Authority of Vietnam","language":"vi","country":"VN","publishedDate":"2026-10-16","accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"空港周辺を含む無人機運用の公的注意喚起じゃ。農業目的でも空域や飛行範囲の確認は要るけえ、公式の制限区域情報へつなぐんよ。","summaryEn":"CAAV's October 2026 advisory addresses UAV management and airport-area restrictions, directing attention to permitted areas and official restricted-airspace information.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn311view2","readScope":"Retrieved source text; exact review extent was not recorded."}],"analysisEvidenceIds":["vn-02","vn-19","vn-20","vn-22","vn-27"],"rankingNoteEn":"No auditable cross-publisher national readership ranking was verified. This is a curated research collection, not a most-read list.","selectionMethodJa":"公的機関・大学・原著論文を優先し、現地語と英語で検索。規制、現場、採算、歴史、データを横断した資料集で、報道・メーカー発表・データセット・要約閲覧も種類と範囲を区別しとる。","selectionMethodEn":"Prioritized public agencies, universities and original research in local languages and English. Sources cover regulation, operations, economics, history and data; reports, manufacturer accounts, datasets and abstract-only readings are explicitly distinguished.","researchGapsJa":["国別・全媒体横断の閲覧数上位30位は未検証。単一サイトの閲覧数は全国順位にならん。","read は本文または明示した要約・対象節の確認を意味し、全資料の全文精読を意味せん。","同条件の長期採算、屋外スウォームの商用実績、農産物配送の継続運用データは、この資料集だけでは十分に比較できん。"],"researchGapsEn":["The national top 30 by readership remains unverified; counters on individual pages do not establish national rankings.","Read means the body, abstract or stated section was reviewed, not that every source was read in full.","Comparable long-run economics, commercial outdoor swarm evidence and sustained agricultural-delivery operations remain insufficiently covered."],"readCount":29,"searchOnlyCount":1},{"code":"MY","nameJa":"マレーシア","nameEn":"Malaysia","region":"Southeast Asia","summaryJa":"稲作とアブラヤシでは、必要な散布品質も解析目的も違うんよ。運航制度・技能に加え、農園規模と比較相手をそろえて費用を確かめるのが大切じゃ。","summaryEn":"Rice and oil palm require different application quality and analytical outputs. Certification and training must be paired with cost comparisons that preserve scale and alternatives.","historyJa":"圃場の散布・生育観測から、病害検出、株数把握、果房の熟度分類、地形データの利用へ広がっとる。NDVIと地上測定の対応が弱い例もあり、現地検証は外せんのよ。","historyEn":"The collection traces spraying and crop monitoring through disease detection, tree inventories, bunch-ripeness classification and terrain mapping. Weak local image–ground relationships demonstrate why field validation remains necessary.","prioritiesJa":["農業用UAS運航証明","稲作と多年生作物の条件差","国内気象条件での散布試験"],"prioritiesEn":["Agricultural UAS certification","Rice versus perennial-crop conditions","Spray trials under local weather"],"rankingStatus":"not-verifiable","rankingNoteJa":"国別の全媒体横断の閲覧数順位は確認できていない。掲載資料は調査コレクションであり、人気順位ではない。","targetCount":30,"sources":[{"id":"my-01","title":"Penggunaan Teknologi Dron","url":"https://www.doa.gov.my/index.php/pages/view/1049","publisher":"Department of Agriculture Malaysia","language":"ms","country":"MY","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","training"],"summaryJa":"農業局の技術紹介、相談支援、職員能力向上、国内事業者一覧の入口。本文取得はタイムアウトしたため候補資料として保持する。","summaryEn":"An official entry point to drone technology advice, staff capacity building and industry participants; page retrieval timed out.","verification":"search-only","sourceType":"primary","rankingEvidence":null,"ref":"turn20search6","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"title":"Unmanned Aircraft System (UAS)","url":"https://www.caam.gov.my/resources/aviation-professional/unmanned-aircraft-system-uas/","ref":"turn70view0","id":"my-02","publisher":"CAAM","language":"en","country":"MY","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","training","operations"],"summaryJa":"農業用の商用・私用区分、運航マニュアル、操縦資格と農業モジュールを説明する公式FAQ。","summaryEn":"Official FAQs distinguish commercial and private agriculture operations and explain manuals and pilot competency modules.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Drone Operation — Ministry of Transport Malaysia","url":"https://www.mot.gov.my/en/aviation/operators/drone-operation","ref":"turn70view4","id":"my-03","publisher":"Ministry of Transport Malaysia","language":"en","country":"MY","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"商用・娯楽の双方に航空規則が適用され、運用内容によってCAAM許可が必要になることを説明。","summaryEn":"The ministry explains that aviation rules apply to commercial and recreational drones, with authorisation depending on operation.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-04","title":"CAD 6011 Part II — Agricultural UAS Operations, Issue 01 Revision 01","url":"https://www.caam.gov.my/wp-content/uploads/2022/11/CAD-6011-II-Unmanned-Aircraft-System-AGR-ISS01_REV01.pdf","publisher":"CAAM","language":"en","country":"MY","publishedDate":"2022-11-15","accessedDate":"2026-10-30","topics":["regulation","operations","training"],"summaryJa":"農業運航証明、組織責任、記録、整備、操縦者、申請段階を規定する一次規程。132ページのうち導入・目次・適用範囲を確認。","summaryEn":"Primary directive covering certification, management, records, maintenance and personnel; introduction, scope and contents were reviewed, not all 132 pages.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn84view0","readScope":"introduction, scope and table of contents"},{"title":"The use of drone for rice cultivation in Malaysia: Identification of factors influencing its farmers’ acceptance | Journal of the Saudi Society of Agricultural Sciences | Springer Nature Link","url":"https://link.springer.com/article/10.1016/j.jssas.2023.04.005","ref":"turn104view0","id":"my-05","publisher":"Journal of the Saudi Society of Agricultural Sciences","language":"en","country":"MY","publishedDate":"2023","accessedDate":"2026-10-30","topics":["adoption","economics","services"],"summaryJa":"Kelantanの受託サービス利用農家204人を調査。役割の理解と操作技能が受容に関わるが、因果効果の証明ではない。","summaryEn":"A survey of 204 Kelantan service users identifies perceived roles and handling skills as acceptance factors, not causal impact estimates.","verification":"read","sourceType":"research","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"ADOPTION OF DRONE TECHNOLOGY: A PRELIMINARY STUDY AMONG RICE FARMERS IN KADA, KELANTAN | JOURNAL INFORMATION AND TECHNOLOGY MANAGEMENT (JISTM)","url":"https://gaexcellence.com/jistm/article/view/8331","ref":"turn104view1","id":"my-06","publisher":"JISTM","language":"en","country":"MY","publishedDate":null,"accessedDate":"2026-10-30","topics":["adoption","services"],"summaryJa":"KADAの50農家を対象にした予備調査。周囲の影響と導入意向の関係を検討し、一般化には大規模検証が必要。","summaryEn":"A 50-farmer KADA pilot examines social influence and adoption intention; broader validation is needed.","verification":"read","sourceType":"research","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"UI GREENMETRICS - Multifunctional UMP drone new technology in agriculture sector","url":"https://mygreen.umpsa.edu.my/index.php/news/728-multifunctional-ump-drone-new-technology-in-agriculture-sector","ref":"turn104view5","id":"my-07","publisher":"Universiti Malaysia Pahang","language":"en","country":"MY","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","equipment","research"],"summaryJa":"UMPのRajawali試作機と水田試験を紹介。国内開発史の資料で、記載仕様は独立検証値ではない。","summaryEn":"UMP presents its Rajawali prototype and paddy demonstration; specifications are institution-reported rather than independently verified.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"IKP UPM organised DJI LiDAR Mapping and Surveying training","url":"https://ikp.upm.edu.my/news/ikp_upm_organized_dji_lidar_mapping_surveying_training_course_to_enhance_drone_technology_skills-87702","ref":"turn104view6","id":"my-08","publisher":"Universiti Putra Malaysia","language":"en","country":"MY","publishedDate":"2025-07-29","accessedDate":"2026-10-30","topics":["mapping","data","training"],"summaryJa":"UPMのLiDAR研修は計画・飛行・データ管理・処理を一連の技能として扱う。","summaryEn":"UPM’s LiDAR training connects planning, flying, data management and processing.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"EMERGING TRENDS AND APPLICATIONS OF DRONE TECHNOLOGY IN AGRICULTURE AND PLANTATION MANAGEMENT","url":"https://scholarhub.unimas.my/items/5f54d286-f7ea-489e-b94e-5c2bb92bc934","ref":"turn104view9","id":"my-09","publisher":"Universiti Malaysia Sarawak","language":"en","country":"MY","publishedDate":"2026-10-20","accessedDate":"2026-10-30","topics":["sensing","validation","economics"],"summaryJa":"選択した7研究のレビュー要旨。画像分類精度と農業効果・採算を分離し、複数圃場と季節の検証を求める。","summaryEn":"A review abstract of seven selected studies distinguishes image accuracy from agronomic and economic effectiveness.","verification":"read","sourceType":"review-abstract","rankingEvidence":null,"readScope":"Published abstract; full text not reviewed."},{"id":"my-10","title":"Weed control efficiency of unmanned aerial vehicle spray in replanting oil palm plantation areas","url":"https://www.cambridge.org/core/services/aop-cambridge-core/content/view/8CB8FC17E7A1F5C63B5B10E685097AC6/S0043174524000912a.pdf/div-class-title-weed-control-efficiency-of-unmanned-aerial-vehicle-uav-spray-in-replanting-oil-palm-plantation-areas-div.pdf","publisher":"Weed Science / Cambridge University Press","language":"en","country":"MY","publishedDate":"2025","accessedDate":"2026-10-30","topics":["spraying","economics","oil-palm"],"summaryJa":"アブラヤシ改植地の比較試験。採算は規模・比較機械・費目で変わり、背負式とミストブロワーを区別する。","summaryEn":"Oil-palm trials compare UAV, knapsack and mist-blower application; modeled economics depend on scale, comparator and cost assumptions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn149view9","readScope":"abstract, methods and economic comparison Table9"},{"id":"my-11","title":"ANALYSIS OF MULTISPECTRAL IMAGERY FROM UNMANNED AERIAL VEHICLE (UAV) USING OBJECT-BASED IMAGE ANALYSIS FOR DETECTION OF Ganoderma DISEASE IN OIL PALM – Journal of Oil Palm Research","url":"https://jopr.mpob.gov.my/analysis-of-multispectral-imagery-from-unmanned-aerial-vehicle-uav-using-object-based-image-analysis-for-detection-of-ganoderma-disease-in-oil-palm/","publisher":"Journal of Oil Palm Research / MPOB","language":"en","country":"MY","publishedDate":"2020-06-30","accessedDate":"2026-10-30","topics":["sensing","disease"],"summaryJa":"多波長画像で中度・重度のガノデルマ病を分類。軽症と健全木の区別は難しいという限界を明示。","summaryEn":"Multispectral analysis classifies moderate and severe Ganoderma infection but struggles to separate early infection from healthy palms.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn217view0","readScope":"Published abstract; full text not reviewed."},{"id":"my-12","title":"OBJECT-BASED IMAGE ANALYSIS (OBIA) ON HYPERSPECTRAL IMAGERY FROM DRONE FOR Ganoderma BASAL STEM ROT DISEASE DETECTION IN OIL PALM – Journal of Oil Palm Research","url":"https://jopr.mpob.gov.my/object-based-image-analysis-obia-on-hyperspectral-imagery-from-drone-for-iganodermai-basal-stem-rot-disease-detection-in-oil-palm/","publisher":"Journal of Oil Palm Research / MPOB","language":"en","country":"MY","publishedDate":"2024-04-01","accessedDate":"2026-10-30","topics":["sensing","disease"],"summaryJa":"ハイパースペクトル空撮と領域分割で病害重症度を分類。報告精度は当該研究の評価条件に限る。","summaryEn":"Hyperspectral imagery and object-based analysis classify disease severity; reported accuracy belongs to this study’s evaluation.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn221view5","readScope":"Published abstract; full text not reviewed."},{"id":"my-13","title":"Oil Palm Detection and Health Classification from UAV Multispectral Images using You Only Look Once (YOLO)","url":"https://semarakilmu.my/index.php/sijese/article/view/539","publisher":"Semarak International Journal of Electronic System Engineering","language":"en","country":"MY","publishedDate":"2025-06-30","accessedDate":"2026-10-30","topics":["sensing","AI","validation"],"summaryJa":"トレンガヌの画像で健全・不健全木を分類。精度と再現率に差があり、人による確認を推奨。","summaryEn":"Terengganu imagery supports healthy/unhealthy classification; precision-recall trade-offs motivate continued human oversight.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn221view6","readScope":"Published abstract; full text not reviewed."},{"id":"my-14","title":"Optimizing Oil Palm Tree Inventory Management with Advanced Drone-Based Image Recognition Techniques","url":"https://journal.umk.edu.my/index.php/mjbet/article/view/1274","publisher":"Malaysian Journal of Bioengineering and Technology","language":"en","country":"MY","publishedDate":"2024-06-22","accessedDate":"2026-10-30","topics":["sensing","inventory"],"summaryJa":"ジェリとクラトンの画像を使った樹木本数管理。植林環境が複雑なため、地点別に評価している。","summaryEn":"Tree-inventory research evaluates image-recognition methods in Jeli and Keratong, recognising complex plantation environments.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn221view7","readScope":"Published abstract; full text not reviewed."},{"id":"my-15","title":"Preliminary Study on Pesticide Application in Paddy Field using Drone Sprayer","url":"https://journals.hh-publisher.com/index.php/AAFRJ/article/view/214","publisher":"Advances in Agricultural and Food Research Journal","language":"en","country":"MY","publishedDate":"2021-01-04","accessedDate":"2026-10-30","topics":["spraying","efficacy","rice"],"summaryJa":"2019年0.5haの散布比較。背負式との差は見られず、費用・利用可能性・圃場条件と追加試験を重視。","summaryEn":"A 2019 half-hectare trial finds no observed efficacy difference from knapsack application and calls for seasonal replication.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn221view8","readScope":"Published abstract; full text not reviewed."},{"id":"my-16","title":"Study on Water Distribution of Spraying Drone by different Speed and Altitude","url":"https://journals.hh-publisher.com/index.php/AAFRJ/article/view/414","publisher":"Advances in Agricultural and Food Research Journal","language":"en","country":"MY","publishedDate":"2021-06-30","accessedDate":"2026-10-30","topics":["spraying","calibration"],"summaryJa":"速度・高さと感水紙の付着を比較。記載速度と結論の速度に不整合があり、数値を標準設定として転用しない。","summaryEn":"Speed-height tests use water-sensitive paper; inconsistent speed reporting makes the abstract unsuitable as a universal operating prescription.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn221view0","observedViews":1295,"viewsScope":"abstract page counter only","viewsObservedDate":"2026-10-30","readScope":"Published abstract; full text not reviewed."},{"id":"my-17","title":"REAL-TIME OIL PALM FRESH FRUIT BUNCH DRONE IMAGE CLASSIFICATION USING YOLO11 ARCHITECTURE – Journal of Oil Palm Research","url":"https://jopr.mpob.gov.my/real-time-oil-palm-fresh-fruit-bunch-drone-image-classification-using-yolo11-architecture/","publisher":"Journal of Oil Palm Research / MPOB","language":"en","country":"MY","publishedDate":"2026-08-17","accessedDate":"2026-10-30","topics":["sensing","harvest","platform"],"summaryJa":"果房を6熟度区分に分類し、木ごとの結果をCSVに保存する試作。全国での実装を示す資料ではない。","summaryEn":"A prototype classifies six bunch-ripeness categories and exports per-tree records to CSV; nationwide deployment is not established.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn225view0","readScope":"Published abstract; full text not reviewed."},{"id":"my-18","title":"Pest Control at Palm Oil Plantation with Agras Agricultural Drone","url":"https://enterprise-insights.dji.com/user-stories/pest-control-palm-oil-plantation-agras-agricultural-drone?hs_amp=true","publisher":"DJI Agriculture","language":"en","country":"MY","publishedDate":"2021-06-30","accessedDate":"2026-10-30","topics":["history","spraying","oil-palm"],"summaryJa":"若いアブラヤシのカブトムシ防除で、背負式から受託ドローンへ移るメーカー紹介。効果の独立比較ではない。","summaryEn":"A manufacturer introduction describes contractors addressing rhinoceros-beetle control in young oil palms; it is not an independent efficacy trial.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn279view0","readScope":"case-study introduction"},{"id":"my-19","title":"How Drones are Making Farming More Inclusive: The Story of Ainem","url":"https://ag.dji.com/newsroom/ag-news-en-mqj2","publisher":"DJI Agriculture","language":"en","country":"MY","publishedDate":"2023-05-15","accessedDate":"2026-10-30","topics":["services","workforce","adoption"],"summaryJa":"ペナン近郊の女性操縦者のメーカー取材。自家農場と近隣受託を組み合わせ、地域の仲間から技能を習得。","summaryEn":"A manufacturer profile describes a woman pilot combining family-farm work with neighbour services and learning through local peers.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn279view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-20","title":"How DJI Zenmuse L3 Is Transforming Operations on a 3,800-Hectare Palm Plantation in Malaysia","url":"https://enterprise-insights.dji.com/blog/how-dji-zenmuse-l3-is-transforming-operations-on-a-3800-hectare-palm-plantation-in-malaysia","publisher":"DJI Enterprise","language":"en","country":"MY","publishedDate":"2026-04-02","accessedDate":"2026-10-30","topics":["sensing","logistics","oil-palm"],"summaryJa":"3800ha農園の測量事例。空撮の成果を道路アクセスや排水設計に結びつけるメーカー報告。","summaryEn":"A manufacturer case connects plantation LiDAR mapping to road access and drainage planning on a 3800-hectare estate.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn279view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-21","title":"Program Smart Tani@UMK: Drone Tech - Portal Rasmi Kementerian Sains, Teknologi Dan Inovasi","url":"https://www.mosti.gov.my/general/program-smart-taniumk-drone-tech/","publisher":"MOSTI","language":"ms","country":"MY","publishedDate":"2025-09-08","accessedDate":"2026-10-30","topics":["training","sensing","platform"],"summaryJa":"バチョクの農家50人向け研修。操縦に加え、地図ソフトと圃場データ分析も扱う。","summaryEn":"Training for 50 Bachok farmers includes drone control, mapping software and farm-data analysis.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn279view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-22","title":"Program Kesedaran Awam dan Demostrasi Teknologi Dron Pertanian - Portal Rasmi Kementerian Sains, Teknologi Dan Inovasi","url":"https://www.mosti.gov.my/berita/program-kesedaran-awam-dan-demostrasi-teknologi-dron-pertanian/","publisher":"MOSTI","language":"ms","country":"MY","publishedDate":"2025-09-08","accessedDate":"2026-10-30","topics":["industry","services","training"],"summaryJa":"クランタンの実演で地元受託会社と操縦者資格を紹介。農家向けサービス雇用の形成を重視。","summaryEn":"A Kelantan demonstration highlights local contractors and certified pilots as agricultural service employment develops.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn279view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-23","title":"Spray Performance Case Study of an Agriculture Drone in Pineapple Plantation - UTHM Institutional Repository","url":"https://eprints.uthm.edu.my/12520/","publisher":"UTHM Institutional Repository / IJETT","language":"en","country":"MY","publishedDate":"2024","accessedDate":"2026-10-30","topics":["spraying","pineapple","calibration"],"summaryJa":"パイナップル園の散布事例。ノズル形状・飛行条件と製品表示を合わせて評価する。","summaryEn":"A pineapple case documents nozzle types and flight conditions alongside product directions and farmers’ practices.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn279view5","readScope":"Published abstract; full text not reviewed."},{"id":"my-24","title":"BERNAMA - Drone Technology Transforms Farm Management For Malaysian Farmers","url":"https://www.bernama.com/en/general/news.php?id=2359204","publisher":"Bernama","language":"en","country":"MY","publishedDate":"2024-11-04","accessedDate":"2026-10-30","topics":["adoption","economics","workforce"],"summaryJa":"ペラ州農家への取材。導入初期の操作習熟や雇用継続、米価と経営の関係を伝える。","summaryEn":"A Perak farmer interview links learning difficulties and continued human employment with the wider economics of rice prices.","verification":"read","sourceType":"media","rankingEvidence":null,"ref":"turn279view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"my-25","title":"Application and Potential of Drone Technology in Oil Palm Plantation: Potential and Limitations - Khuzaimah - 2022 - Journal of Sensors - Wiley Online Library","url":"https://onlinelibrary.wiley.com/doi/10.1155/2022/5385505","publisher":"Journal of Sensors / Wiley","language":"en","country":"MY","publishedDate":"2022-09-01","accessedDate":"2026-10-30","topics":["sensing","oil-palm","industry"],"summaryJa":"アブラヤシ産業でのドローンの用途と制約を整理したレビュー。実証済み普及率を示す資料ではない。","summaryEn":"A review surveys oil-palm drone applications, limitations and knowledge gaps; it does not establish adoption rates.","verification":"read","sourceType":"review-abstract","rankingEvidence":null,"ref":"turn279view8","readScope":"Published abstract; full text not reviewed."},{"id":"my-26","title":"Integration Of Unmanned Aerial Vehicle And Multispectral Sensor For Paddy Growth Monitoring Application: A Review","url":"https://oarep.usim.edu.my/entities/publication/0a614b7f-ce85-4bda-b395-f28899c977be","publisher":"Pertanika Journal / USIM author repository","language":"en","country":"MY","publishedDate":"2024","accessedDate":"2026-10-30","topics":["sensing","rice","ground-truth","training"],"summaryJa":"NDVIなどの生育地図を、地上の葉緑素測定SPADで確かめる総説じゃ。低所得農家への教育・研修も、機材と一緒に考えるんよ。","summaryEn":"This review connects multispectral paddy-growth maps with ground SPAD validation and discusses training needed for adoption by lower-income farmers.","verification":"read","sourceType":"review-abstract","rankingEvidence":null,"ref":"turn302view0","readScope":"Complete abstract in the author institution's repository."},{"id":"my-27","title":"UAV- and Random-Forest-AdaBoost (RFA)-Based Estimation of Rice Plant Traits","url":"https://agris.fao.org/search/en/providers/122535/records/65df49977c7033e84bed3f6c","publisher":"Agronomy / National Agricultural Library record in AGRIS","language":"en","country":"MY","publishedDate":"2021","accessedDate":"2026-10-30","topics":["sensing","rice","machine-learning","field-trial"],"summaryJa":"2018年のトレンガヌ圃場で、5品種・3窒素水準から稲の形質を推定。生育段階ごとの検証が要り、地域をまたぐ万能モデルではないんよ。","summaryEn":"A Terengganu study estimated rice traits across five cultivars, three nitrogen rates and growth stages. Its performance reflects the tested field and season.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn302view2","readScope":"Original abstract reproduced in AGRIS; full methods not reviewed."},{"id":"my-28","title":"Weed Detection in Rice Fields Using UAV and Multispectral Aerial Imagery","url":"https://cendekia.unisza.edu.my/neuaxis-e/Record/upm-102622/Details","publisher":"Chemistry Proceedings / UPM repository record via UniSZA","language":"en","country":"MY","publishedDate":"2022","accessedDate":"2026-10-30","topics":["sensing","weeds","ground-truth","rice"],"summaryJa":"ケダの0.5haでRGB・多波長画像と地上SPADを比較。NDVIとの相関は弱く有意でなく、色つき地図だけで診断を決めん教訓じゃ。","summaryEn":"A 0.5-hectare Kedah study compared aerial imagery with ground SPAD readings. The weak, nonsignificant NDVI–SPAD relationship cautions against treating vegetation maps as diagnoses.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn355view0","readScope":"Complete original abstract in an indexed UPM repository record; publisher and repository full-text fetches failed."},{"id":"my-29","title":"Weed Management Using UAV and Remote Sensing in Malaysia Paddy Field: A Review","url":"https://www.researchgate.net/publication/379567177_Weed_Management_Using_UAV_and_Remote_Sensing_in_Malaysia_Paddy_Field_A_Review","publisher":"Pertanika Journal; author-uploaded manuscript","language":"en","country":"MY","publishedDate":"2024","accessedDate":"2026-10-30","topics":["weeds","data-platform","economics","sensing"],"summaryJa":"雑草地図から経済的な防除判断、部分散布へつなぐ総説じゃ。著者らはマレーシア現地での実装検証不足を指摘しとる。","summaryEn":"The review links weed mapping, economic thresholds and selective spraying. It explicitly identifies insufficient validation under Malaysian field conditions.","verification":"read","sourceType":"review","rankingEvidence":null,"ref":"turn353view2","readScope":"Author-uploaded manuscript: abstract, local history, workflow and conclusion; publisher landing page timed out."},{"id":"my-30","title":"Revolutionising Conventional Oil Palm Practices with Drone Technology","url":"https://poeb.mpob.gov.my/revolutionising-conventional-oil-palm-practices-with-drone-technology/","publisher":"MPOB Palm Oil Engineering Bulletin; authors from Aerodyne Group","language":"en","country":"MY","publishedDate":"2023-08-16","accessedDate":"2026-10-30","topics":["industry","oil-palm","data-platform"],"summaryJa":"アブラヤシ作業のデータ化を論じる業界寄稿じゃ。検索本文のみ確認でき、MPOB掲載でも独立した比較試験としては扱っとらん。","summaryEn":"An Aerodyne-authored industry contribution discusses data-driven oil-palm operations. Only indexed text was available; publication by MPOB does not make this an independent experiment.","verification":"search-only","sourceType":"industry-contribution","rankingEvidence":null,"ref":"turn333search3","readScope":"Indexed article description only; webpage returned 503 and issue PDF exceeded retrieval size limit."}],"analysisEvidenceIds":["my-10","my-11","my-17","my-20","my-28"],"rankingNoteEn":"No auditable cross-publisher national readership ranking was verified. This is a curated research collection, not a most-read list.","selectionMethodJa":"公的機関・大学・原著論文を優先し、現地語と英語で検索。規制、現場、採算、歴史、データを横断した資料集で、報道・メーカー発表・データセット・要約閲覧も種類と範囲を区別しとる。","selectionMethodEn":"Prioritized public agencies, universities and original research in local languages and English. Sources cover regulation, operations, economics, history and data; reports, manufacturer accounts, datasets and abstract-only readings are explicitly distinguished.","researchGapsJa":["国別・全媒体横断の閲覧数上位30位は未検証。単一サイトの閲覧数は全国順位にならん。","read は本文または明示した要約・対象節の確認を意味し、全資料の全文精読を意味せん。","同条件の長期採算、屋外スウォームの商用実績、農産物配送の継続運用データは、この資料集だけでは十分に比較できん。"],"researchGapsEn":["The national top 30 by readership remains unverified; counters on individual pages do not establish national rankings.","Read means the body, abstract or stated section was reviewed, not that every source was read in full.","Comparable long-run economics, commercial outdoor swarm evidence and sustained agricultural-delivery operations remain insufficiently covered."],"readCount":28,"searchOnlyCount":2},{"code":"PH","nameJa":"フィリピン","nameEn":"Philippines","region":"Southeast Asia","summaryJa":"IRRI・PhilRice・農業省は、機体だけでなくDrones4Riceの手順・研修・普及を進めとる。農家がサービスを頼める仕組みと、散布後の記録まで見ていこう。","summaryEn":"IRRI, PhilRice and the Department of Agriculture connect drones with Drones4Rice protocols, training and extension. Access to services and post-operation records are part of the system.","historyJa":"2014年の研究導入、2017年の葉色板・携帯ツールと画像解析、FutureRiceの実証から、2024年のDrones4Riceへつながっとる。歴史は道具の置換だけでなく、判断と標準手順の積み重ねじゃ。","historyEn":"The trail runs from 2014 research adoption and 2017 links between leaf-colour charts, phone tools and imagery to FutureRice demonstrations and Drones4Rice in 2024. Decision methods and protocols evolve with the tools.","prioritiesJa":["Drones4Riceの実証条件","農薬散布ルールと操縦者研修","農家が利用できる料金・サービス"],"prioritiesEn":["Drones4Rice trial conditions","Pesticide application rules and training","Affordable farmer-facing services"],"rankingStatus":"not-verifiable","rankingNoteJa":"国別の全媒体横断の閲覧数順位は確認できていない。掲載資料は調査コレクションであり、人気順位ではない。","targetCount":30,"sources":[{"id":"ph-01","title":"FPA to develop protocols, standards, and monitoring of drone use in agriculture through Drones4Rice Project","url":"https://www.da.gov.ph/fpa-to-develop-protocols-standards-and-monitoring-of-drone-use-in-agriculture-through-drones4rice-project/","publisher":"Department of Agriculture","language":"en","country":"PH","publishedDate":"2024-11-15","accessedDate":"2026-10-30","topics":["regulation","spraying","industry"],"summaryJa":"FPAが農薬散布の安全・環境保護と、種子・肥料・農薬の標準手順整備を説明する。機体供給だけでなく運用基準が普及の条件になる。","summaryEn":"FPA links pesticide safety and environmental protection to standardised seed, fertiliser and pesticide application protocols.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn24view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-02","title":"Drone technology transforms rice farm weeding","url":"https://www.philrice.gov.ph/drone-technology-transforms-rice-farm-weeding/","publisher":"DA-PhilRice","language":"en","country":"PH","publishedDate":"2025-10-06","accessedDate":"2026-10-30","topics":["spraying","research","rice"],"summaryJa":"湿田直播の比較試験でドローン除草剤散布と背負式散布を比較。結果は試験条件のもので、他地域の追加検証と経済評価は継続中。","summaryEn":"A wet direct-seeded rice trial compared drone herbicide application with backpack spraying; multi-site validation and economic assessment remained ongoing.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn24view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-03","title":"DA to implement farmers’ subsidized access to drone services, FPA to regulate drone use in agriculture","url":"https://www.da.gov.ph/da-to-implement-farmers-subsidized-access-to-drone-services-fpa-to-regulate-drone-use-in-agriculture/","publisher":"Department of Agriculture","language":"en","country":"PH","publishedDate":"2024-11-20","accessedDate":"2026-10-30","topics":["economics","services","policy"],"summaryJa":"機体を直接購入する方式ではなく、農家組織がサービスを利用するためのバウチャー支援を説明。所有と利用を分ける制度事例。","summaryEn":"The announced voucher programme supports farmer groups purchasing drone services rather than the department directly purchasing drones.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn24view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-04","title":"IRRI, PhilRice launch drone protocols to boost rice farming in the Philippines","url":"https://www.cgiar.org/news-events/news/irri-philrice-launch-drone-protocols-to-boost-rice-farming-in-the-philippines","publisher":"CGIAR / IRRI","language":"en","country":"PH","publishedDate":"2024-04-18","accessedDate":"2026-10-30","topics":["history","platform","research"],"summaryJa":"2024年4月のDrones4Rice立ち上げ。散布・播種の標準化と、雑草・養分を把握する画像利用を同じ事業に組み込む。","summaryEn":"Drones4Rice launched in April 2024, joining application protocols with crop imagery, weed mapping and nutrient management.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn24view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-05","title":"ATI Joins Drones4Rice Year 2 Inception Workshop to Advance Agricultural Drone Application Protocols","url":"https://ati2.da.gov.ph/ati-main/content/article/ati-joins-drones4rice-year-2-inception-workshop-advance-agricultural-drone-application","publisher":"Agricultural Training Institute","language":"en","country":"PH","publishedDate":"2025-10-09","accessedDate":"2026-10-30","topics":["training","sensing","research"],"summaryJa":"第2年の会合で文献検討、現場検証、養分モニタリング、社会環境影響、研修教材を議論。普及を支える検証・教育の工程を示す。","summaryEn":"The year-two workshop connected literature review and field validation with nutrient imaging, social and environmental assessment and training modules.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn24view5","observedViews":102,"viewsScope":"single publisher page; not comparable national readership","viewsObservedDate":"2026-10-30","readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Drone in the farms - Philippine Rice Research Institute","url":"https://www.philrice.gov.ph/drone-farms/","ref":"turn86view1","id":"ph-06","publisher":"DA-PhilRice","language":"en","country":"PH","publishedDate":"2019-02-26","accessedDate":"2026-10-30","topics":["history","seeding","sensing"],"summaryJa":"2019年FutureRiceで生育観測、直播、肥料・除草剤散布を検討した記録。","summaryEn":"A 2019 FutureRice record connects crop monitoring, direct seeding, fertiliser and herbicide applications.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"List of Registered Pesticide for Drone Use - Fertilizer and Pesticide Authority","url":"https://fpa.da.gov.ph/resources/reports/list-of-registered-pesticide-for-drone-use/","ref":"turn86view2","id":"ph-07","publisher":"Fertilizer and Pesticide Authority","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","pesticides"],"summaryJa":"ドローン用登録農薬の公式一覧ページ。ただし取得本文では表が展開されず、個別製品の適用確認には使えない。","summaryEn":"Official drone-pesticide list landing page; its table did not render, so individual product approvals were not verified.","verification":"search-only","sourceType":"document-landing-page","rankingEvidence":null,"readScope":"Document landing page only; attachment or embedded list not fully reviewed."},{"title":"Downloadable Forms - Fertilizer and Pesticide Authority","url":"https://fpa.da.gov.ph/resources/downloadable-forms/","ref":"turn86view3","id":"ph-08","publisher":"Fertilizer and Pesticide Authority","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"操縦者・散布班監督者と事業者許可を分けた申請書類の所在を確認できる。","summaryEn":"Official forms distinguish drone controllers, spray-crew supervisors and commercial spraying-operator licensing.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Licensed Handlers - Fertilizer and Pesticide Authority","url":"https://fpa.da.gov.ph/resources/reports/licensed-handlers/","ref":"turn86view4","id":"ph-09","publisher":"Fertilizer and Pesticide Authority","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","regulation"],"summaryJa":"2026年9月末時点の登録散布事業者リストを掲載。候補事業者の資格確認の入口になる。","summaryEn":"An official September 2026 register supports checking agricultural spraying-service operator licensing.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Smart Farming in Action: Fertilizer Drone Demo in Lupon Rice Fields | ATI Davao","url":"https://ati2.da.gov.ph/ati-11/content/article/cheshire-faye-r-pagarigan/smart-farming-action-fertilizer-drone-demo-lupon-rice-fields","ref":"turn86view6","id":"ph-10","publisher":"Agricultural Training Institute","language":"en","country":"PH","publishedDate":"2026-01-20","accessedDate":"2026-10-30","topics":["fertilizer","training","operations"],"summaryJa":"Luponで研修後に施肥実演を実施。自治体、灌漑機関、受託事業者の協力構造を示す。","summaryEn":"A Lupon fertiliser demonstration follows training and links local government, irrigation organisations and a service provider.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"DA introduces use of drones in direct rice seeding - Philippine Information Agency","url":"https://pia.gov.ph/news/da-introduces-use-of-drones-in-direct-rice-seeding/","ref":"turn86view7","id":"ph-11","publisher":"Philippine Information Agency","language":"en","country":"PH","publishedDate":"2023-12-04","accessedDate":"2026-10-30","topics":["seeding","services","history"],"summaryJa":"Cagayan Valleyの直播導入は実証機だけでなく民間サービス提供者や研修校の協力を前提とする。","summaryEn":"Cagayan Valley direct-seeding introduction links pilot equipment with private service providers and training schools.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"DA agri drone to fly across 2,000-hectare rice farms in Iloilo – Philippine Information Agency","url":"https://pia.gov.ph/news/da-agri-drone-to-fly-across-2000-hectare-rice-farms-in-iloilo/","ref":"turn86view8","id":"ph-12","publisher":"Philippine Information Agency","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","operations","mapping"],"summaryJa":"Iloiloの支援では作業費と農家の資材負担を分離。散布前の地理マッピングを工程に置く。","summaryEn":"Iloilo’s programme separates publicly funded operation from farmer-supplied inputs and requires pre-operation geomapping.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Agri drone for direct seeding demonstrated - DA-PhilRice","url":"https://www.philrice.gov.ph/agri-drone-for-direct-seeding-demonstrated/","ref":"turn86view10","id":"ph-13","publisher":"DA-PhilRice","language":"en","country":"PH","publishedDate":"2022-06-23","accessedDate":"2026-10-30","topics":["seeding","economics","history"],"summaryJa":"2022年直播実証の種子・労働・賃借費を報告。試験条件と当時の価格を保持して比較すべき資料。","summaryEn":"A 2022 demonstration reports seed, labour and rental economics; comparisons must preserve trial conditions and historical prices.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Drone Project","url":"https://www.cropscience.bayer.com.ph/en-ph/our-commitment/projects-and-partnerships/drone-project.html","ref":"turn86view11","id":"ph-14","publisher":"Bayer","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","industry","operations"],"summaryJa":"Bayerの自社播種サービス紹介。均平・整地が成果の前提とされ、性能主張は企業の実証報告として扱う。","summaryEn":"Bayer’s service description highlights land preparation; performance claims remain company-reported trial results.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"DA trains Apayao farmers on drone tech to boost rice production – Philippine Information Agency","url":"https://pia.gov.ph/news/da-trains-apayao-farmers-on-drone-tech-to-boost-rice-production/","ref":"turn86view12","id":"ph-15","publisher":"Philippine Information Agency","language":"en","country":"PH","publishedDate":"2026-04-24","accessedDate":"2026-10-30","topics":["training","sensing","adoption"],"summaryJa":"Apayao研修では土壌分析に基づく施肥と飛行実演を組み合わせ、初期の不安と普及過程を報告。","summaryEn":"Apayao training combines demonstrations with soil-informed fertilisation and documents initial hesitation in adoption.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Quezon farmers welcome precision farming to boost rice production – Philippine Information Agency","url":"https://pia.gov.ph/news/quezon-farmers-welcome-precision-farming-to-boost-rice-production/","ref":"turn86view13","id":"ph-16","publisher":"Philippine Information Agency","language":"en","country":"PH","publishedDate":"2025-06-13","accessedDate":"2026-10-30","topics":["fertilizer","data","services"],"summaryJa":"Quezonの実証では養分判断ツールとサービス支援を組み合わせる。画像単独で施肥判断を完結させない。","summaryEn":"Quezon demonstrations combine nutrient-decision tools and service support rather than relying on imagery alone.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"DA eyes AI-driven drones to bring Philippine farms closer to smart farming | Official Portal of the Department of Agriculture","url":"https://www.da.gov.ph/da-eyes-ai-driven-drones-to-bring-philippine-farms-closer-to-smart-farming/","ref":"turn86view14","id":"ph-17","publisher":"IRRI / Department of Agriculture","language":"en","country":"PH","publishedDate":"2026-08-12","accessedDate":"2026-10-30","topics":["AI","sensing","validation"],"summaryJa":"バナナ農園のAI画像試験は地上検証中。早期病害検出や予測を全国実装済みと誤認しない資料。","summaryEn":"AI imaging trials on banana farms remain under ground verification; nationwide deployment is not established.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"title":"Drone technology – Rice Today","url":"https://www.ricetoday.irri.org/drone-technology/","ref":"turn86view15","id":"ph-18","publisher":"IRRI / Department of Agriculture","language":"en","country":"PH","publishedDate":"2019-05-06","accessedDate":"2026-10-30","topics":["history","sensing","training"],"summaryJa":"IRRIが栄養管理のための画像観測と5日間散布研修を紹介。計測と作業の両面の歴史資料。","summaryEn":"IRRI connects nutrient-status imaging with a five-day spraying course, illustrating sensing and operational development.","verification":"read","sourceType":"primary","rankingEvidence":null,"readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-19","title":"FPA hosts inter-agency meeting with CAAP, CAB to harmonize regulation of drone use for pesticide applications - Fertilizer and Pesticide Authority","url":"https://fpa.da.gov.ph/fpa-hosts-inter-agency-meeting-with-caap-cab-to-harmonize-regulation-of-drone-use-for-pesticide-applications/","publisher":"Fertilizer and Pesticide Authority","language":"en","country":"PH","publishedDate":"2026-03-17","accessedDate":"2026-10-30","topics":["regulation","industry"],"summaryJa":"FPA・CAAP・CABが農薬散布の許可や操縦資格の調整を協議。告知時点では新通達は作成予定。","summaryEn":"Three agencies discuss aligning pesticide-drone procedures; a revised circular is planned rather than established by this meeting.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn198view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-20","title":"FPA Advances Stakeholder Awareness on Safe and Regulated Use of RPAS in Rice Production - Fertilizer and Pesticide Authority","url":"https://fpa.da.gov.ph/fpa-advances-stakeholder-awareness-on-safe-and-regulated-use-of-rpas-in-rice-production/","publisher":"Fertilizer and Pesticide Authority","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","spraying"],"summaryJa":"稲農家に農薬散布要件を説明し、現場の経験と課題を調査で集める研修。","summaryEn":"Stakeholder training explains pesticide-drone requirements and gathers farmers’ operational concerns through a structured survey.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn198view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-21","title":"RPA Controller Certificate","url":"https://www.caap.gov.ph/rpa-controller-certificate/","publisher":"Civil Aviation Authority of the Philippines","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","training"],"summaryJa":"操縦者証明の申請案内。訓練・試験・実技評価を案内し、機体登録とは別の手続き。","summaryEn":"Controller certification guidance covers training, examinations and demonstrated flying skills, separate from aircraft registration.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn198view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-22","title":"RPA Registration","url":"https://www.caap.gov.ph/rpa-registration-2/","publisher":"Civil Aviation Authority of the Philippines","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"商用RPAの登録手順・所有証明・標識・検査の案内。取得価格以外の準備業務がある。","summaryEn":"Commercial aircraft registration guidance includes ownership evidence, markings and inspection, adding preparation beyond purchase.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn198view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-23","title":"Agricultural Drone Operation Level II: Competency Standards","url":"https://tesda.gov.ph/Downloadables/CS/CS-Agricultural%20Drone%20Operation%20Level%20II%20ver2.pdf","publisher":"TESDA","language":"en","country":"PH","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","battery","operations"],"summaryJa":"農業ドローン技能基準。運用後の洗浄、電池保管、廃棄物管理と記録も技能に含める。","summaryEn":"Agricultural drone competency standards include post-operation cleaning, battery storage, waste management and records.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn198view4","readScope":"post-operation competencies and trainer requirements; not every page"},{"id":"ph-24","title":"Memorandum Order 63 series 2021: Promoting the Use of Agricultural Drones","url":"https://www.da.gov.ph/wp-content/uploads/2021/10/mo63_s2021.pdf","publisher":"Department of Agriculture","language":"en","country":"PH","publishedDate":"2021","accessedDate":"2026-10-30","topics":["history","policy","economics"],"summaryJa":"2021年の普及方針。地域担当部門に費用便益の記録・分析を求め、内製と外注を認める。","summaryEn":"The 2021 policy promotes drone services or internal operation and requires regional cost-benefit documentation.","verification":"read","sourceType":"regulation","rankingEvidence":null,"ref":"turn198view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-25","title":"DFP Farm Learn Equips Rice Farmers in Oriental Mindoro with Smart Agriculture Technologies","url":"https://ati2.da.gov.ph/ati-4b/content/article/erlan-d-pasana/dfp-farm-learn-equips-rice-farmers-oriental-mindoro-smart-agriculture","publisher":"Agricultural Training Institute","language":"en","country":"PH","publishedDate":"2026-06-08","accessedDate":"2026-10-30","topics":["training","seeding","platform"],"summaryJa":"東ミンドロの研修はスマホ・栽培助言から1haのドローン播種実演まで扱う。","summaryEn":"Oriental Mindoro training combines digital literacy and crop-advisory apps with a one-hectare drone-seeding demonstration.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn198view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-26","title":"Propelling digital transformation in agriculture — IRRI Annual Report 2024","url":"https://annualreport2024.irri.org/propelling-digital-transformation-in-agriculture","publisher":"International Rice Research Institute","language":"en","country":"PH","publishedDate":"2024","accessedDate":"2026-10-30","topics":["platform","services","protocol"],"summaryJa":"2024年年報。栽培プロトコルに加え、サービス事業者の拡張準備を評価する基準を開発。","summaryEn":"IRRI’s 2024 report describes drone protocols, farmer-adoption indicators and due-diligence criteria for service-provider readiness.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn198view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-27","title":"Rice research to use drone tech - Philippine Rice Research Institute","url":"https://www.philrice.gov.ph/rice-research-to-use-drone-tech/","publisher":"Philippine Rice Research Institute","language":"en","country":"PH","publishedDate":"2014-10-20","accessedDate":"2026-10-30","topics":["history","sensing"],"summaryJa":"2014年の導入検討。研究圃場の生育・災害観測に向けた訓練計画で、量産普及の証明ではない。","summaryEn":"A 2014 report documents proposed drone training for crop research and disaster assessment, before large-scale operational adoption.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn198view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-28","title":"Drone imaging accelerates photosynthesis research for higher-yielding rice – Rice Today","url":"https://www.ricetoday.irri.org/drone-imaging-accelerates-photosynthesis-research-for-higher-yielding-rice/","publisher":"IRRI / Rice Today","language":"en","country":"PH","publishedDate":"2026-07-27","accessedDate":"2026-10-30","topics":["sensing","breeding","validation"],"summaryJa":"318系統・3作期の研究紹介。空撮を地上生理計測と組み合わせ、育種の候補選抜を支援。","summaryEn":"IRRI reports drone and ground-physiology observations across 318 accessions and three seasons for rice-breeding screening.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn206view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"ph-29","title":"ISPRS-Archives - Aboveground Biomass Estimation of Rice Crops (Oryza sativa L.) Utilizing Parameters Derived From UAV-Based LiDAR And Multispectral Satellite Sensors","url":"https://isprs-archives.copernicus.org/articles/XLVIII-5-W4-2025/111/2026/","publisher":"ISPRS Archives","language":"en","country":"PH","publishedDate":"2026-02-10","accessedDate":"2026-10-30","topics":["sensing","validation","rice"],"summaryJa":"30試料・1作期のバイオマス推定。LiDAR追加の効果が品種で異なるため、機器増設だけで改善とは限らない。","summaryEn":"A 30-sample, one-season rice study finds that adding UAV-LiDAR improves biomass estimation for one cultivar but not another.","verification":"read","sourceType":"research-abstract","rankingEvidence":null,"ref":"turn206view1","readScope":"Published abstract; full text not reviewed."},{"id":"ph-30","title":"Researchers use drones to study nutrient status, greenhouse gas emissions of rice crop – Rice Today","url":"https://www.ricetoday.irri.org/reasearchers-use-drones-to-study-nutrient-status-greenhouse-gas-emissions-of-rice-crop/","publisher":"IRRI / Rice Today","language":"en","country":"PH","publishedDate":"2017-03-19","accessedDate":"2026-10-30","topics":["history","sensing","nutrition"],"summaryJa":"葉色板からスマホ、空撮への発展を紹介。画像は窒素・バイオマスの採取分析で補う。","summaryEn":"A 2017 account links leaf-colour charts, phone tools and drone imagery, supplemented by nitrogen and biomass field measurements.","verification":"read","sourceType":"primary","rankingEvidence":null,"ref":"turn206view2","readScope":"Retrieved source text; exact review extent was not recorded."}],"analysisEvidenceIds":["ph-04","ph-06","ph-23","ph-27","ph-30"],"rankingNoteEn":"No auditable cross-publisher national readership ranking was verified. This is a curated research collection, not a most-read list.","selectionMethodJa":"公的機関・大学・原著論文を優先し、現地語と英語で検索。規制、現場、採算、歴史、データを横断した資料集で、報道・メーカー発表・データセット・要約閲覧も種類と範囲を区別しとる。","selectionMethodEn":"Prioritized public agencies, universities and original research in local languages and English. Sources cover regulation, operations, economics, history and data; reports, manufacturer accounts, datasets and abstract-only readings are explicitly distinguished.","researchGapsJa":["国別・全媒体横断の閲覧数上位30位は未検証。単一サイトの閲覧数は全国順位にならん。","read は本文または明示した要約・対象節の確認を意味し、全資料の全文精読を意味せん。","同条件の長期採算、屋外スウォームの商用実績、農産物配送の継続運用データは、この資料集だけでは十分に比較できん。"],"researchGapsEn":["The national top 30 by readership remains unverified; counters on individual pages do not establish national rankings.","Read means the body, abstract or stated section was reviewed, not that every source was read in full.","Comparable long-run economics, commercial outdoor swarm evidence and sustained agricultural-delivery operations remain insufficiently covered."],"readCount":29,"searchOnlyCount":1},{"code":"US","nameJa":"米国","nameEn":"United States","region":"Americas","summaryJa":"大規模畑作と普及指導機関の研究が進む。飛行資格、農業航空、州の農薬資格、製品ラベルを分けて確認する。","summaryEn":"Extension research supports row-crop adoption. Aviation, agricultural operations, state pesticide licensing and product labels are separate checks.","historyJa":"航空散布の延長から、小型機による部分散布と画像を使った診断へ。","historyEn":"Drone adoption extends aerial application toward localized treatments and image-based diagnosis.","prioritiesJa":["年間処理面積と総費用","散布幅の実測","診断から農家の作業への接続"],"prioritiesEn":["Annual treated area and total costs","Measured swath uniformity","Turn diagnosis into farmer actions"],"rankingStatus":"not-verifiable","sources":[{"id":"us-01","title":"Dispensing Chemicals and Agricultural Products (Part 137) with UAS","url":"https://www.faa.gov/uas/advanced_operations/dispensing_chemicals","publisher":"FAA","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"農業散布の認証と重量別の登録・免除手続きを説明。農薬だけでなく植物・土壌に作用する物質の散布も確認対象。","summaryEn":"Explains agricultural certification and weight-dependent registration/exemption routes; the scope includes more than pesticides.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn17view0","readScope":"retrieved-article-content"},{"id":"us-02","title":"Economics of Drone Ownership for Agricultural Spray Applications","url":"https://extension.missouri.edu/publications/g1274","publisher":"University of Missouri Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"機体だけでなく電池・充電器・発電機・運搬設備を含め、固定費と作業費を年間処理面積で比較する。","summaryEn":"Compares ownership and operating costs, including batteries, charging, generator and transport, against annual treated area.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn17view1","readScope":"retrieved-article-content"},{"id":"us-03","title":"Drones and Herbicides: Are we there yet?","url":"https://ipm.missouri.edu/cropPest/2024/6/drones_and_herbicides-kb/","publisher":"University of Missouri","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"除草剤では航空散布が可能でも散布液量などのラベル条件を守れるかが別問題。処理品質の研究不足も指摘。","summaryEn":"An aerial-use label alone is insufficient: spray volumes and other directions matter, while efficacy research remains incomplete.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn17view2","readScope":"retrieved-article-content"},{"id":"us-04","title":"Drones can help diagnose ailing crops","url":"https://extension.missouri.edu/news/drones-can-help-diagnose-ailing-crops","publisher":"University of Missouri Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"施肥機の不調によるトウモロコシの窒素不足を、マルチスペクトル画像と現場確認で特定した事例。","summaryEn":"A case links multispectral images with field checks to identify nitrogen deficiency caused by fertilizer-equipment failure.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn17view3","readScope":"retrieved-article-content"},{"id":"us-05","title":"The sky’s the limit for drones on the farm","url":"https://extension.missouri.edu/news/the-skys-the-limit-for-drones-on-the-farm","publisher":"University of Missouri Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"作物・家畜監視や局所処理の用途を紹介。地上機の方が適する場面もあるとする。","summaryEn":"Discusses crop and livestock monitoring and spot treatment while acknowledging situations better served by ground equipment.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn17view4","readScope":"retrieved-article-content"},{"id":"us-06","title":"Drone (UAV) Pesticide Application","url":"https://agr.wa.gov/departments/pesticides-and-fertilizers/pesticides/compliance/drone-guidance","publisher":"Washington State Department of Agriculture","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"FAA要件、製品ラベル、州の農薬資格を別項目として整理する。","summaryEn":"Separates FAA requirements, pesticide label compliance and state licensing.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn17view5","readScope":"retrieved-article-content"},{"id":"us-07","title":"Regulatory Requirements to Operate Spraying Drones","url":"https://ask.ifas.ufl.edu/publication/AE608","publisher":"University of Florida IFAS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"農業ドローンのFAA手続きと州の農薬資格を概説。現在の詳細条件はFAA一次資料で照合する。","summaryEn":"Explains the FAA and pesticide-licensing layers; current operational details must be checked against FAA primary guidance.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn17view6","readScope":"retrieved-article-content"},{"id":"us-08","title":"Getting started with UAVs for pesticide application","url":"https://blog-crop-news.extension.umn.edu/2025/04/getting-started-with-uavs-for-pesticide.html","publisher":"University of Minnesota Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"ミネソタ州での資格・登録・事業運営の確認項目。2025年時点の解説として記録する。","summaryEn":"Minnesota licensing, registration and business requirements, documented as a 2025 explainer.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view1","readScope":"retrieved-article-content"},{"id":"us-09","title":"Spray Drones in Agriculture: Technology, Regulation and Field Operations","url":"https://ext.vt.edu/content/pubs_ext_vt_edu/en/SPES/spes-819-spray-drones-in-agriculture-technology-regulation-and-field-operations.html","publisher":"Virginia Tech Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"液圧ノズルと回転式噴霧、粒径、被覆と飛散の関係を整理する。","summaryEn":"Explains hydraulic nozzles, rotary atomizers, droplet size and the coverage/drift trade-off.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view2","readScope":"retrieved-article-content"},{"id":"us-10","title":"Economics of Drone Adoption","url":"https://farmmgmt.rutgers.edu/economics-of-drone-adoption/","publisher":"Rutgers University","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"自家所有と委託を比較し、充電燃料や労働時間を含める。センシングの価値は解析費と経営能力に左右される。","summaryEn":"Compares ownership with custom services, including charging fuel and labor; sensing economics depend on processing costs and management capacity.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view3","readScope":"retrieved-article-content"},{"id":"us-11","title":"Decision Aid to Determine the Cost of Using a Drone Sprayer in Production Agriculture","url":"https://publications.mgcafe.uky.edu/aen-172","publisher":"University of Kentucky","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"購入前の費用評価資料の要旨を確認。保険、保守、ソフトウェア、時間も費用対象。全文の詳細計算は未確認。","summaryEn":"Abstract reviewed: purchase evaluation includes insurance, maintenance, software and time; detailed full-text calculations remain unreviewed.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view5","readScope":"abstract-or-catalog"},{"id":"us-12","title":"Drones match farm planning effectiveness of more expensive tech, study finds","url":"https://www.psu.edu/news/research/story/drones-match-farm-planning-effectiveness-more-expensive-tech-study-finds","publisher":"Penn State University","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"写真測量による流出リスク域の識別をLiDARと比較した研究紹介。試験流域の結果であり万能な代替を意味しない。","summaryEn":"Reports a watershed comparison of photogrammetry and LiDAR for runoff-risk mapping; results are study-specific.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view6","readScope":"retrieved-article-content"},{"id":"us-13","title":"Spray Drones: Benefits and Management Considerations","url":"https://www.agronomy.k-state.edu/eupdates/2026/issue-1107-june-11/spray_drones_benefits_management_considerations.html","publisher":"Kansas State University","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"湿潤・傾斜地での利点と、風、飛行高度、速度、散布幅の相互作用を扱う。地上散布との補完を推奨。","summaryEn":"Covers wet/sloped-field access and interacting flight/spray variables; drones complement ground application.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view7","readScope":"retrieved-article-content"},{"id":"us-14","title":"Planning for Spray Drone Adoption","url":"https://crops.extension.iastate.edu/post/planning-spray-drone-adoption-0","publisher":"Iowa State University Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"最初に解決する現場課題を定め、所有・受託利用・農家間協力を比較する導入手順。","summaryEn":"Starts with a defined field problem and compares ownership, custom services and cooperative use.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn69view8","readScope":"retrieved-article-content"},{"id":"us-15","title":"Are drones the future of tree fruit production? Researchers investigate","url":"https://www.psu.edu/news/research/story/are-drones-future-tree-fruit-production-researchers-investigate","publisher":"Penn State University","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["research"],"summaryJa":"果樹農家での実証と実用手引き作成を目指す研究計画。購入費だけでなく普及指導も組み合わせる。","summaryEn":"Describes on-farm tree-fruit trials and practical guidance, coupling equipment investment with extension.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view3"},{"id":"us-16","title":"Strategic Farming: Let's talk crops! session talks drones in row crop agriculture","url":"https://blog-crop-news.extension.umn.edu/2025/03/strategic-farming-lets-talk-crops_25.html","publisher":"University of Minnesota Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"NDVIは現地で確認した問題への判断補助とする。画像による異常把握と散布機能を分けて説明。","summaryEn":"Positions NDVI as decision support for ground-truthed problems and distinguishes imaging from application functions.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view4"},{"id":"us-17","title":"Spray Drones: An Option for Fruit and Vegetable Growers in Alabama","url":"https://www.aces.edu/blog/topics/commercial-applicator/spray-drones-an-option-for-fruit-and-vegetable-growers-in-alabama/","publisher":"Alabama Cooperative Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"低いイチゴと立体的な果樹では被覆条件が異なる。交換電池、補給、運搬、労働まで導入費に含める。","summaryEn":"Coverage requirements differ between low berries and vertical orchard canopies; costs include batteries, refill systems, transport and labor.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view5"},{"id":"us-18","title":"Understanding Temperature Inversions: Protecting Against Pesticide Drift During Aerial Drone Spray Applications","url":"https://ext.vt.edu/content/pubs_ext_vt_edu/en/SPES/spes-827-understanding-temperature-inversions-protecting-against-pesticide-drift-during-aerial-drone-spray-applications.html","publisher":"Virginia Tech Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"気温逆転で微細液滴が安定した空気層にとどまり、弱風でも対象外へ移動する危険を説明。","summaryEn":"Explains how inversions can trap fine droplets in stable air and allow off-target movement even in light winds.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view6"},{"id":"us-19","title":"Pesticide Application Considerations with Spray Drones","url":"https://precisionagirrigation.extension.uga.edu/2023/07/pesticide-application-considerations-with-spray-drones/","publisher":"University of Georgia Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"散布カード等で有効幅を確認し、ポンプ限界下で最大速度・最大幅を同時に選ばないよう促す。","summaryEn":"Recommends swath testing and warns against combining maximum speed and width beyond spray-system capacity.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view7"},{"id":"us-20","title":"Optimizing U.S. Manufactured Spray Drone Applications","url":"https://www.ars.usda.gov/research/project/?accnNo=449856","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["research"],"summaryJa":"小麦赤かび病への散布を研究する計画。水量・速度・重なりを変え、病害とDON、付着を測る。完了済み成果ではない。","summaryEn":"A planned wheat head-blight project varies volume, speed and overlap and measures disease, DON and deposition; results are not yet established.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view0"},{"id":"us-21","title":"Improved Aerial Application Technologies for Precise and Effective Delivery of Crop Production Products — 2025 Annual Report","url":"https://www.ars.usda.gov/research/project/?accnNo=438007&fy=2025","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["research"],"summaryJa":"散布均一性と飛散抑制、綿のリモートセンシング、民生カメラの反射率校正を扱う年次報告。","summaryEn":"Annual report covers deposition uniformity, drift reduction, cotton sensing and consumer-camera reflectance calibration.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view1"},{"id":"us-22","title":"MSU is studying UAVs’ usefulness in ag settings","url":"https://www.accessibility.extension.msstate.edu/news/feature-story/2025/msu-studying-uavs-usefulness-ag-settings","publisher":"Mississippi State University Extension","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"補給・電池交換と暑熱下の労働負担が処理能力を左右すると紹介。機体のパターン試験も促す。","summaryEn":"Highlights refill/battery turnover and hot-weather labor as capacity constraints, alongside aircraft pattern testing.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view3"},{"id":"us-23","title":"Operating Aerial Vehicles with Pesticides","url":"https://www.mda.state.mn.us/operating-aerial-vehicles-pesticides","publisher":"Minnesota Department of Agriculture","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"州の農薬資格と航空機登録・事業要件への導線。連邦航空条件はFAAの最新一次情報と照合する。","summaryEn":"Guides state pesticide licensing, aircraft registration and business requirements; federal aviation details require current FAA checks.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view4"},{"id":"us-24","title":"Common Questions Regarding Spray Drone Applications","url":"https://ag.purdue.edu/department/extension/ppp/resources/ppp-publications/mobile/ppp-154/8.common-questions-regarding-spray-drone-applications.html","publisher":"Purdue University","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"ホース・タンクに薬液を残すことによる材料劣化や残留の問題を説明。洗浄と製品変更時の管理を扱う。","summaryEn":"Explains residues and material damage from retained spray mixture and discusses cleaning between products.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view5"},{"id":"us-25","title":"Spray coverage and deposits from a remotely piloted aerial application system using various nozzle types","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=417619","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"技術要旨を確認。低水量の条件では被覆・付着が低下し、粒径とノズル選択が結果を変える。","summaryEn":"Technical abstract reviewed: lower carrier volume reduced coverage/deposits, with nozzle and droplet choices affecting outcomes.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view0"},{"id":"us-26","title":"Spray deposition and drift as influenced by wind speed and spray nozzles from a remotely piloted aerial application system","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=419867","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"技術要旨を確認。3種類の液滴分布を比較した試験で、粗い液滴のノズルは風下付着を減らした。","summaryEn":"Technical abstract reviewed: a three-nozzle field trial found less downwind deposition with extra-coarse droplets.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view1"},{"id":"us-27","title":"Validation of the spray drift modeling software AGDISPpro applied to remotely piloted aerial application systems","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=420314","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"技術要旨を確認。モデルは対象外付着を過小予測する傾向があり、有効幅と風下ずれの不確かさが課題。","summaryEn":"Technical abstract reviewed: modeling tended to underpredict off-target deposition; swath width/displacement uncertainty matters.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view2"},{"id":"us-28","title":"Spray drift characterization of a remotely piloted aerial application system","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=402937","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"技術要旨を確認。試験したドローンは地上ブームより飛散が多く、ドローンなら自動的に低飛散とは言えない。","summaryEn":"Technical abstract reviewed: the tested drone produced more drift than a ground boom, contradicting blanket low-drift assumptions.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view3"},{"id":"us-29","title":"Granular bait applications for management of rangeland grasshoppers using a remotely piloted aerial application system","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=403869","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spreading"],"summaryJa":"技術要旨を確認。ニューメキシコの牧草地で粒状餌を使う局所害虫対策を評価。試験条件に限定した結果。","summaryEn":"Technical abstract reviewed: a New Mexico rangeland trial evaluates granular-bait treatment of pest hotspots under specific conditions.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view4"},{"id":"us-30","title":"Adjuvants for drone-based aerial pesticide applications to reduce pesticide drift and protect insect pollinators","url":"https://www.ars.usda.gov/research/publications/publication/?seqNo115=412323","publisher":"USDA ARS","language":"en","country":"US","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"技術要旨を確認。植物由来ポリマーの液滴分布への効果を研究。薬剤の適合・登録を代替する証拠ではない。","summaryEn":"Technical abstract reviewed: plant-polymer adjuvants altered droplet distributions; this is not a substitute for compatibility or registration checks.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn134view5"}]},{"code":"CA","nameJa":"カナダ","nameEn":"Canada","region":"Americas","summaryJa":"2026年6月の連邦方針変更後も、州の制度と製品ラベルの条件は別に確認する。","summaryEn":"Following the June 2026 federal policy change, provincial rules and label conditions still need separate confirmation.","historyJa":"試験・残留評価を経て、従来の航空散布登録製品に対するRPAS利用方針が2026年に更新された。","historyEn":"After research and residue assessment, the RPAS policy for products registered for conventional aerial application changed in 2026.","prioritiesJa":["州別許可の確認","混合・補給と操縦の役割分離","バッテリー交換時の交差汚染防止"],"prioritiesEn":["Confirm provincial permissions","Separate mixing/loading and piloting","Prevent contamination during battery changes"],"rankingStatus":"not-verifiable","sources":[{"id":"ca-01","title":"Using Remotely Piloted Aircraft Systems for pesticide application in Canada: What you need to know","url":"https://www.canada.ca/en/health-canada/services/consumer-product-safety/reports-publications/pesticides-pest-management/fact-sheets-other-resources/using-remotely-piloted-aircraft-systems.html","publisher":"Health Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"ラベル遵守、州別要件、操縦と混合・補給の役割分離、電池交換を含む汚染防止を整理。","summaryEn":"Covers labels, provincial rules, pilot/loading role separation and contamination prevention including battery changes.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn22view0","readScope":"retrieved-article-content"},{"id":"ca-02","title":"Government of Canada approves new technology to support farmers and a more sustainable use of pest management products","url":"https://www.canada.ca/en/health-canada/news/2026/06/government-of-canada-approves-new-technology-to-support-farmers-and-a-more-sustainable-use-of-pest-management-products.html","publisher":"Health Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"2026年6月30日の方針変更を公表。連邦・州の要件と資格は引き続き適用される。","summaryEn":"Announces the June 30, 2026 policy change while retaining federal/provincial requirements and certification.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn22view1","readScope":"retrieved-article-content"},{"id":"ca-03","title":"Science Policy Document SPN2026-02","url":"https://www.canada.ca/en/health-canada/services/consumer-product-safety/reports-publications/pesticides-pest-management/policies-guidelines/science-policy-notes/2026/allowing-pesticide-application-remotely-piloted-aircraft-systems-rpas-drones-products-registered-aerial.html","publisher":"Health Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"ドローン散布を認める条件と評価根拠。飛散モデルの未確立を理由に従来回転翼航空機の緩衝帯を用いる。","summaryEn":"Defines conditions and assessment evidence; conventional rotary-aircraft buffer zones remain while RPAS drift models develop.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn22view2","readScope":"retrieved-article-content"},{"id":"ca-04","title":"Enabling the Use of Drones for Pesticides Application","url":"https://ero.ontario.ca/notice/026-1061","publisher":"Government of Ontario","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"オンタリオ州の制度改正案。提案段階の資料であり、現行の散布許可を意味しない。","summaryEn":"Ontario's proposed regulatory pathway; this consultation is not itself an operational permission.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn22view3","readScope":"retrieved-article-content"},{"id":"ca-05","title":"Drone Zone Issue 10 - August 2026","url":"https://tc.canada.ca/en/aviation/drone-safety/drone-zone/drone-zone-issue-10-august-2026","publisher":"Transport Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"農薬利用方針の変更と機体安全保証手続きを案内。受理書が機体適合性の認定そのものではないと区別する。","summaryEn":"Summarizes pesticide-policy changes and safety assurance; an acceptance letter is distinguished from a compliance determination.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn50view1","readScope":"retrieved-article-content"},{"id":"ca-06","title":"Regulatory Proposal PRO2026-01","url":"https://www.canada.ca/en/health-canada/services/consumer-product-safety/pesticides-pest-management/public/consultations/regulatory-proposals/2026/permitting-pesticide-application-remotely-piloted-aircraft-systems-drones-products-currently-registered-aerial-application/document.html","publisher":"Health Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2026年の方針成立前の協議資料。現行運用には最終版SPN2026-02を優先する。","summaryEn":"Consultation preceding the 2026 policy; current operations should use the final SPN2026-02 document.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn50view2","readScope":"retrieved-article-content"},{"id":"ca-07","title":"Amendments Modernize Pesticide Application and Enhance Compliance","url":"https://www.saskatchewan.ca/government/news-and-media/2026/january/15/amendments-modernize-pesticide-application-and-enhance-compliance","publisher":"Government of Saskatchewan","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"州のRPAS資格区分、飛散責任保険、GPS記録の導入を公表。記事内の農薬登録件数は2026年1月時点。","summaryEn":"Announces provincial RPAS licensing, drift liability coverage and GPS records; product-registration counts are a January 2026 snapshot.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn80view0","readScope":"retrieved-article-content"},{"id":"ca-08","title":"From Kochia to Drones: Early Results from SPG's $3.67 Million Weed Research Program","url":"https://saskpulse.com/resources/from-kochia-to-drones-early-results-from-spgs-3-67-million-weed-research-program/","publisher":"Saskatchewan Pulse Growers","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["research"],"summaryJa":"豆類・大豆の統合雑草管理にドローン部分散布を組み込む研究。2027年の散布試験予定と既存結果を区別する。","summaryEn":"A weed-management program prepares drone spot-spray trials for 2027; planned tests are separated from existing results.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn80view3","readScope":"retrieved-article-content"},{"id":"ca-09","title":"Seeding From Above: Olds College Smart Farm Trials Aerial Drone Planting","url":"https://www.oldscollege.ca/news-events/news/2026/seeding-from-above-olds-college-smart-farm-trials-aerial-drone-planting.html","publisher":"Olds College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"降雨後に地上播種機が入れない圃場で飼料作物の種を散布した実証。長期の定着・収量効果は別途評価が必要。","summaryEn":"A trial spread forage seed when rain prevented ground equipment access; long-term establishment and yield require further assessment.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn80view4","readScope":"retrieved-article-content"},{"id":"ca-10","title":"Could Drone Seeding Solve a Key Ontario Crop Rotation Challenge?","url":"https://www.uoguelph.ca/alliance/research-impact/could-drone-seeding-solve-crop-rotation-challenge","publisher":"University of Guelph","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"大豆収穫前の小麦播種を試験。適期を確保できても、土壌表面の種の乾燥と定着不足が課題。","summaryEn":"Trials winter-wheat broadcasting into standing soybeans; timely seeding still faces surface drying and establishment failures.","verification":"read","sourceType":"university-extension","rankingEvidence":null,"ref":"turn80view5","readScope":"retrieved-article-content"},{"id":"ca-11","title":"Using digital technologies to increase understanding of plants","url":"https://agriculture.canada.ca/en/science/story-agricultural-science/scientific-achievements-agriculture/using-digital-technologies-increase-understanding-plants","publisher":"Agriculture and Agri-Food Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"航空・地上・衛星センサーを組み合わせ、育種、雑草、窒素吸収などの研究を進める。","summaryEn":"Combines aerial, ground and satellite sensing for breeding, weeds and nutrient research.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn80view6","readScope":"retrieved-article-content"},{"id":"ca-12","title":"Corteva Agriscience Spray Drone Trials","url":"https://emilicanada.com/news/innovation-farms/projects/corteva-spray-drone-trials/?doing_wp_cron=1773691383.7712619304656982421875","publisher":"EMILI","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["research"],"summaryJa":"エンドウ・小麦・カノーラで地上散布との効力比較や水量感度を調べる実証計画。結果確定の主張ではない。","summaryEn":"Describes trials comparing fungicide efficacy and carrier-water volumes in peas, wheat and canola; it does not establish final outcomes.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn80view7","readScope":"retrieved-article-content"},{"id":"ca-13","title":"Government of Canada invests in innovative monitoring system to support lettuce production","url":"https://www.canada.ca/en/agriculture-agri-food/news/2026/10/government-of-canada-invests-in-innovative-monitoring-system-to-support-lettuce-production.html","publisher":"Agriculture and Agri-Food Canada","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"画像と天気予報を統合してレタスの生育・収穫判断を支える事業への支援。解析を農家の意思決定へつなぐ事例。","summaryEn":"Supports a lettuce decision system combining imagery and weather forecasts, illustrating analytics tied to grower decisions.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view6"},{"id":"ca-14","title":"Smart Drone-Based Pollination System for Greenhouse Production","url":"https://www.uoguelph.ca/alliance/projects/smart-drone-based-pollination-system-greenhouse-production","publisher":"University of Guelph","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["pollination"],"summaryJa":"温室内の自律飛行・花粉散布を開発する2026/27年度研究計画。実証済みの増収効果とは区別するんよ。","summaryEn":"A 2026/27 project proposes autonomous greenhouse navigation and pollen delivery; it is a research plan, not proven yield improvement.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view0"},{"id":"ca-15","title":"Forage Intercropping Drone Applications in Silage Corn","url":"https://www.mhc.ab.ca/about-mhc/centre-for-innovation/c4i-projects/forage-intercropping-drone-applications-in-silage-corn","publisher":"Medicine Hat College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"立毛トウモロコシへの飼料作物播種を、マルチスペクトル撮影・土壌センサー・巡回調査で検証。播いた量より定着が肝心じゃ。","summaryEn":"An ongoing Alberta demonstration evaluates forage establishment after drone interseeding using imagery, soil sensors and field scouting.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view1"},{"id":"ca-16","title":"Advancing precision pest management in corn and soybeans: Utilizing UAV technology for early detection and sustainable control strategies","url":"https://gfo.ca/research-projects/c2025id02/","publisher":"Grain Farmers of Ontario","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["biocontrol"],"summaryJa":"トウモロコシの害虫リスク検出と大豆への天敵ダニ散布を研究する計画。遠隔観測から防除までをつなぐ事例じゃ。","summaryEn":"A research project links multispectral pest-risk scouting in corn with drone delivery of predatory mites in soybeans; reported benefits remain prospective.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view2"},{"id":"ca-17","title":"AUG Signals Data Collection for Drought Detection Algorithm Development","url":"https://www.oldscollege.ca/smart-farm-research/research-projects/smart-ag/current/aug-signals-data-collection.html","publisher":"Olds College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2026〜27年の小麦・菜種圃場で、気象・生理調査と校正済み画像を収集。水ストレス推定は現場データで検証するんよ。","summaryEn":"The 2026–27 project combines calibrated multispectral imagery, weather stations and crop physiology measurements to develop and validate drought detection.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view3"},{"id":"ca-18","title":"Barley Crop Monitoring","url":"https://www.mhc.ab.ca/about-mhc/centre-for-innovation/c4i-projects/barley-crop","publisher":"Medicine Hat College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["farmer-interface"],"summaryJa":"大麦農家との実証では水分ストレス画像から灌漑のむらを発見。解析結果を散水装置の調整という行動に落とし込む事例じゃ。","summaryEn":"A farmer demonstration reports using drone stress maps to identify uneven irrigation and inform sprinkler changes; this is a case report rather than a controlled yield trial.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view4"},{"id":"ca-19","title":"DalSolutions: The made-in-Nova Scotia innovations protecting Canada’s wild blueberry capital","url":"https://www.dal.ca/news/2025/11/25/canada-wild-blueberry-farming-ai-innovation-nova-scotia.html","publisher":"Dalhousie University","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"小規模な地域特有作物では大手の開発投資が届きにくい。大学と農家が雑草地図・画像認識・散布試験を育てる構造が見えるんよ。","summaryEn":"Wild blueberry growers and university researchers co-develop weed maps, farmer-facing recognition tools and spray trials where the specialist market attracts limited large-manufacturer R&D.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view5"},{"id":"ca-20","title":"UAV imaging Lentil to dissect crop growth curves: Lentil AGILE LDP over four site-years from 2017-2018","url":"https://knowpulse.usask.ca/research-experiment/AGILE-UAV","publisher":"University of Saskatchewan","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2017〜18年のカナダ・イタリア試験で、レンズ豆の高さ・面積・体積を画像で反復計測。育種と環境比較に使う歴史的事例じゃ。","summaryEn":"A Canada–Italy experiment used repeated RGB and multispectral imagery to model lentil growth and link canopy traits with genetic markers across environments.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view6"},{"id":"ca-21","title":"Using UAV Sensors To Assess Soil Organic Carbon Levels","url":"https://soilsatguelph.ca/projects/using-uav-sensors-to-assess-soil-organic-carbon-levels/","publisher":"University of Guelph","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"光学センサーで土壌有機炭素を推定する研究概要。公開ページは目的のみで、精度や実用化の証拠は示しておらん。","summaryEn":"A short project description proposes optical drone sensing of soil organic carbon; the page provides no validation accuracy or deployment results.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn159view7"},{"id":"ca-22","title":"How Ag-Tech is Helping Manage Difficult Growing Conditions","url":"https://news.uoguelph.ca/2026/05/how-ag-tech-is-helping-manage-difficult-growing-conditions/","publisher":"University of Guelph","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"農家の判断を支える圃場画像の用途と、天候・解析技能・飛行計画の制約を説明。画像を集めるだけでは仕事は終わらんのよ。","summaryEn":"A crop researcher describes scouting and stress assessment alongside weather limits, analysis expertise and flight-planning requirements.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn165view0"},{"id":"ca-23","title":"Drone innovation by USask researcher comes from family farm roots","url":"https://agbio.usask.ca/news/2023/05/drone-innovation-by-usask-researcher-comes-from-family-farm-roots.php","publisher":"University of Saskatchewan","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["farmer-interface"],"summaryJa":"菜種の苗数と被覆率を画像から数えて、播き直し判断に役立てる研究。農家に返す情報を明確な数量に絞る事例じゃ。","summaryEn":"Canola seedling counting translates imagery into plant population and ground-cover estimates that can support reseeding decisions.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn165view1"},{"id":"ca-24","title":"Developing a UAV-based camera for precision agriculture","url":"https://www.mitacs.ca/our-projects/developing-a-uav-based-camera-for-precision-agriculture/","publisher":"Mitacs","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"大学と分析会社がマルチスペクトルカメラを共同開発。ジャガイモ病害、温室病害、作物保険の被害面積推定を想定する計画じゃ。","summaryEn":"An industry–university project develops multispectral applications for potato and greenhouse disease detection and crop-insurance damage assessment.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn165view2"},{"id":"ca-25","title":"Field Imaging for Phenotyping in Plant Breeding and Precision Agriculture","url":"https://p2irc.usask.ca/research-programs/flagships/flagship4.php","publisher":"University of Saskatchewan","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"季節を通じた撮影から育種形質を取り出し、画像処理・区画閲覧・比較まで共通化。農地データ基盤を考える材料になるんよ。","summaryEn":"A shared phenotyping program connects repeated imaging, automated processing, interactive plot inspection and crop-management research.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn165view5"},{"id":"ca-26","title":"Hail Imagery Research","url":"https://www.oldscollege.ca/smart-farm-research/research-projects/smart-ag/current/hail-imagery-research.html","publisher":"Olds College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"2021年開始の保険査定研究。画像で現地調査点を選び、雹害と別の被害を記録する。RGB画像だけで被害強度を見分けられない年もあったんよ。","summaryEn":"Since 2021, imagery and ground scouting have supported hail-damage assessment research; RGB imagery did not visually distinguish damage severity in the reported 2023 work.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn167view0"},{"id":"ca-27","title":"UAV-based multispectral imaging and machine learning for characterizing herbicide injury and desiccant responses in field crops","url":"https://link.springer.com/article/10.1007/s11119-026-10463-1","publisher":"Precision Agriculture / AAFC researchers","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"複数地点・年の試験で薬害や乾燥を評価。未学習の場所や年では予測性能が落ちた。高い精度の数字をそのまま別の農場へ移せんのじゃ。","summaryEn":"Multi-site trials evaluate herbicide injury and desiccation. Held-out sites and years reduced prediction performance, demonstrating limits to model transferability.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn167view1"},{"id":"ca-28","title":"Threshold UAV Drone Rock Mapping","url":"https://www.oldscollege.ca/smart-farm-research/research-projects/smart-ag/completed/threshold-uav-drone-rock-mapping.html","publisher":"Olds College","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["swarm"],"summaryJa":"複数機の同時飛行で石を地図化し、現地巡回で検証する計画。機械損傷予防につなぐ面のセンシング事例じゃ。","summaryEn":"A project proposes simultaneous drone mapping of field rocks with ground verification to inform removal and reduce machinery-damage risk; results are not reported here.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn167view3"},{"id":"ca-29","title":"Detecting Kochia at the Field Scale Using Multi-Temporal UAV Imagery — MSc defence abstract","url":"https://agbio.usask.ca/events/2026/03/plsc-msc-defence-seminar1.php","publisher":"University of Saskatchewan","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["weed-mapping"],"summaryJa":"修士研究の要旨を確認。小麦・レンズ豆のコキア識別は撮影時期によって分離しやすさが変わる。収穫前の検出を早期防除と混同せんことじゃ。","summaryEn":"The thesis abstract reports time-dependent kochia discrimination in wheat and lentil; strong late-season classification does not establish early-season control performance.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn167view4"},{"id":"ca-30","title":"Smart Agriculture Living Lab","url":"https://www.cengn.ca/living-lab-initiative/smart-agriculture-living-lab/","publisher":"CENGN / UBC Farm","language":"en","country":"CA","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"実農場の作物、LTE・5G、土壌センサー、農場管理ソフトと空撮の実証環境を組み合わせる。機体単体でなく接続全体を試す拠点じゃ。","summaryEn":"A UBC Farm testbed combines real crops, cellular connectivity, sensors and farm software for validating connected robotics and aerial monitoring.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn173view0"}]},{"code":"BR","nameJa":"ブラジル","nameEn":"Brazil","region":"Americas","summaryJa":"大豆を含む多様な作物への普及と、条件別の技術検証が並行している。","summaryEn":"Rapid adoption across crops, including soybean, runs alongside validation under local conditions.","historyJa":"ARARA計画の1990年代末から2000年代の研究を経て、画像解析や散布へ展開。2021年の農業用無人機規則と、作物・条件別の品質評価が普及を支えるんじゃ。","historyEn":"ARARA research from the late 1990s and 2000s preceded wider sensing and spraying use. The 2021 agricultural drone rules and crop-specific quality evaluations support adoption.","prioritiesJa":["MAPAと航空・空域手続きの分離","作物条件に応じた散布品質","作業記録と報告"],"prioritiesEn":["Separate agricultural, aviation and airspace requirements","Crop-specific application quality","Operational records and reporting"],"rankingStatus":"not-verifiable","sources":[{"id":"br-01","title":"Consulte aqui as principais perguntas e respostas sobre aviação agrícola","url":"https://www.gov.br/agricultura/pt-br/assuntos/insumos-agropecuarios/aviacao-agricola/faq/perguntas-e-respostas-sobre-a-aviacao-agricola","publisher":"MAPA","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"自家利用農家にも受託事業者にもMAPA登録が必要と説明。航空・空域・州の要件も別途確認する。","summaryEn":"Explains MAPA registration for both own-farm and service operators, alongside separate aviation, airspace and state checks.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn50view3","readScope":"retrieved-article-content"},{"id":"br-02","title":"Registro de operadores de aviação agrícola","url":"https://www.gov.br/agricultura/pt-br/assuntos/insumos-agropecuarios/aviacao-agricola/registro/registro","publisher":"MAPA","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"無人機のSIPEAGRO登録、登録内容の更新、月次活動報告への導線を示す。","summaryEn":"Provides the RPAS registration, record-update and monthly reporting pathways.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn50view4","readScope":"retrieved-article-content"},{"id":"br-03","title":"Uso de drones agrícolas no Brasil: da pesquisa à prática","url":"https://www.infoteca.cnptia.embrapa.br/handle/doc/1175882","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"83ページの技術書の書誌・要旨を確認。ブラジルの多様な条件では普及に追いつく技術情報が必要と指摘。本文全章の精読は未完了。","summaryEn":"Catalog and abstract of an 83-page technical book, noting that adoption needs more local technical evidence; the full book has not been fully reviewed.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn50view0","readScope":"abstract-or-catalog"},{"id":"br-04","title":"Mercado de drones agrícolas dispara após regulamentação do Mapa","url":"https://www.gov.br/agricultura/pt-br/assuntos/noticias/2025/mercado-de-drones-agricolas-dispara-apos-regulamentacao-do-mapa","publisher":"MAPA","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"市場拡大と未登録運用の課題を紹介。機体以外の設備や予備電池も事業費に含める必要を示す。市場台数は発言者推計として扱う。","summaryEn":"Describes market growth and unregistered operations; service economics include support equipment and spare batteries. Fleet figures are attributed estimates.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn89view1","readScope":"retrieved-article-content"},{"id":"br-05","title":"Pesquisa da Ufes testa o uso de drones para reduzir custos e desperdício na agricultura","url":"https://www.ufes.br/conteudo/pesquisa-da-ufes-testa-o-uso-de-drones-para-reduzir-custos-e-desperdicio-na-agricultura","publisher":"Universidade Federal do Espírito Santo","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"有効散布幅と全散布幅を区別。薬液準備・移動・電池充電を含めて実費を測る研究を紹介。","summaryEn":"Distinguishes effective from total spray width and measures costs including mixing, movement and charging.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn89view2","readScope":"retrieved-article-content"},{"id":"br-06","title":"Deposição de calda aplicada com aeronave remotamente pilotada na cultura de soja","url":"https://revistaavag.org.br/deposicao-de-calda-aplicada-com-aeronave-remotamente-pilotada-na-cultura-de-soja/","publisher":"Universidade Federal de Uberlândia / IBRAVAG","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"大豆の特定生育段階でドローン2速度と地上散布を比較した実験。上・中層への付着を評価し、条件外への一般化には注意が必要。","summaryEn":"Original trial compares two drone speeds with ground application in soybean, measuring upper/middle canopy deposition under specified conditions.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn89view3","readScope":"retrieved-article-content"},{"id":"br-07","title":"Metodologia utiliza imagem de drones para avaliar características aplicadas ao melhoramento de plantas","url":"https://www2.dti.ufv.br/noticias/scripts/exibeNoticiaMulti.php?codNot=33393&link=corpo","publisher":"Universidade Federal de Viçosa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"小麦の草丈や大豆の成熟時期を画像から推定する育種研究。画像品質と農学的な実験設計を重視。","summaryEn":"Breeding research estimates wheat height and soybean maturity from imagery, emphasizing image quality and agronomic experimental design.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn89view5","readScope":"retrieved-article-content"},{"id":"br-08","title":"Uso de drones em operações agrícolas","url":"https://ric.cps.sp.gov.br/handle/123456789/23510","publisher":"Centro Paula Souza","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"農業用ドローンの発展を扱う2023年学位論文の要旨を確認。全文の検証は未完了。","summaryEn":"Abstract of a 2023 thesis reviewing agricultural drone development; full-text review remains incomplete.","verification":"read","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn89view7","readScope":"abstract-or-catalog"},{"id":"br-09","title":"Caracterização da pulverização de drones classe iii e ii em vinhedos com dois sistemas de condução.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1175615?locale=pt_BR","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"会議論文の要旨を確認。ブドウ樹冠への付着・被覆を地上散布と比較する。栽培の仕立て方に合わせた評価が要るんじゃ。","summaryEn":"A conference abstract compares drone and ground spraying in vineyards, emphasizing canopy coverage and technology-specific application methods.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn189view2"},{"id":"br-10","title":"Aerofotogrametria aplicada ao mapeamento e monitoramento de experimentos agropecuários","url":"https://geoinfo.jatai.ufg.br/p/aerofotogrametria-aplicada","publisher":"Universidade Federal de Jataí","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"低価格の民生機を穀物・牧草・林業の計測に応用する研究計画。指標を地上計測と照合する構成じゃ。","summaryEn":"The project tests affordable consumer drones for grain, pasture and forestry mapping with field comparisons of derived vegetation indicators.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn189view3"},{"id":"br-11","title":"Escola de Agronomia da UFG desenvolve pesquisas com aeronaves de pulverização","url":"https://agro.ufg.br/n/187511-escola-de-agronomia-da-ufg-desenvolve-pesquisas-com-aeronaves-de-pulverizacao?atr=pt-BR&locale=pt-BR","publisher":"Universidade Federal de Goiás","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"2024年開始の試験で穀物・野菜向けの散布条件を検討。飛行高さなどの条件を変えて分布を測り、万能な設定とはしておらん。","summaryEn":"Research begun in 2024 investigates drone application parameters for grains and vegetables, including spray patterns at different flight heights.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn189view4"},{"id":"br-12","title":"Drones como aliados da cafeicultura: Pesquisa da UFLA avalia eficiência das pulverizações feitas com o equipamento","url":"https://ufla.br/noticias/pesquisa/17246-drones-como-aliados-da-cafeicultura-pesquisa-da-ufla-avalia-eficiencia-das-pulverizacoes-feitas-com-o-equipamento","publisher":"Universidade Federal de Lavras","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"コーヒー圃場の研究では散布液量・高さ・速度が均一性に影響。機種と作物に合わせた校正が鍵じゃ。","summaryEn":"A commercial coffee-field study finds that spray volume, flight height and speed influence application uniformity, motivating crop- and aircraft-specific calibration.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn189view7"},{"id":"br-13","title":"Uso de imagens obtidas por drone para avaliação qualitativa da fitomassa produzida por diferentes plantas de cobertura para plantio direto de abóbora.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1130573?mode=full","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2020年研究の公開概要を確認。カボチャ不耕起栽培の被覆作物バイオマスを画像で補助評価する目的。本文の効果量は未検証じゃ。","summaryEn":"The repository description identifies a 2020 study using drone imagery to assist cover-crop biomass assessment before no-till squash; numerical outcomes were not verified.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn192view0"},{"id":"br-14","title":"Uso de veículos aéreos não tripulados (VANT) em agricultura de precisão.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1003485","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2014年の章でARARA計画と国産開発の流れを確認。1999〜2005年の開発から2006年の自律運用へ進んだ歴史を記す。仕様・制度は当時の記録じゃ。","summaryEn":"This 2014 chapter describes Brazil’s ARARA development during 1999–2005 and autonomous operation in 2006, alongside sensing and control architecture; its regulations and specifications are historical.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn193view1"},{"id":"br-15","title":"Estudo preliminar do uso de duas aeronaves remotamente pilotadas para a geração de ortomosaicos.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1150812?mode=full","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["mapping"],"summaryJa":"2022年会議要旨の書誌と概要を確認。農地のRGBオルソモザイク作成を扱う予備研究で、機体間の優劣は公開概要だけでは判断せん。","summaryEn":"A 2022 conference record concerns preliminary comparison of two aircraft for RGB orthomosaic generation; the retrieved description does not establish comparative performance.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn192view2"},{"id":"br-16","title":"Caracterização da pulverização por drone classe II com duplo rotor coaxial e atomizador duplo de disco centrífugo em vinhedos.","url":"https://www.infoteca.cnptia.embrapa.br/infoteca/handle/doc/1178794?locale=en","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"2025年報告の要旨は、ブドウの仕立て方に応じた飛行・散布設計を求める。特定条件の結果を全機種・全樹形へ広げんことじゃ。","summaryEn":"A 2025 research bulletin abstract ties vineyard disease-control performance to trellis design and specified flight/application conditions, not a universal drone prescription.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn192view3"},{"id":"br-17","title":"O avanço dos drones.","url":"https://www.infoteca.cnptia.embrapa.br/handle/doc/1003261","publisher":"Embrapa / Revista DBO","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2014年の普及記事の公開概要を確認。空撮機がブラジル農地の精密農業ツールへ移る時期を示す資料で、現在の市場統計ではないんよ。","summaryEn":"The retrieved description of a 2014 outreach article documents the emergence of drones as precision-agriculture tools in Brazil rather than supplying current market statistics.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn192view4"},{"id":"br-18","title":"Eficiência do uso de drones na pulverização localizada de herbicidas para controle de plantas daninhas na cultura de soja.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1171818?mode=full","publisher":"Embrapa / Cuadernos de Educación y Desarrollo","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["weed-mapping"],"summaryJa":"大豆の局所除草剤散布を扱う2024年論文の書誌を確認。全文取得は不安定で、防除効果や削減率の結論はここでは採用しとらん。","summaryEn":"The repository verifies a 2024 paper on localized herbicide spraying in soybeans; unreliable full-text retrieval prevented verification of efficacy or savings claims.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn192view5"},{"id":"br-19","title":"Drones e Inteligência Artificial para o monitoramento de gado","url":"https://www.alice.cnptia.embrapa.br/alice/bitstream/doc/1169578/1/AP-Drones-inteligencia-2024.pdf","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["livestock"],"summaryJa":"家畜モニタリングを飛行・画像収集・AI学習まで一続きで解説する章。自律飛行でもデータ品質の設計は省けんのよ。","summaryEn":"A technical chapter connects flight operations, imagery acquisition and model training for livestock monitoring; autonomous flight does not eliminate data-quality design.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn208view1"},{"id":"br-20","title":"Câmeras modificadas e multiespectrais embarcadas em drones: enfoque para estudos da vegetação.","url":"https://www.infoteca.cnptia.embrapa.br/handle/doc/1145351","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2022年技術資料の要旨を確認。植生の評価にはセンサーを載せるだけでなく、品質をそろえた撮影が課題になるんじゃ。","summaryEn":"The technical publication’s abstract discusses modified and multispectral cameras for vegetation monitoring and emphasizes consistent image quality.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn208view2"},{"id":"br-21","title":"Drones e inteligência artificial indicam melhor momento de abate do gado","url":"https://www.semear-digital.cnptia.embrapa.br/noticia/05/2026/drones-e-inteligencia-artificial-indicam-melhor-momento-de-abate-do-gado/","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["livestock"],"summaryJa":"肥育牛の画像から体形変化を追い、成長段階を推定。別の品種や商業規模への検証は次の課題と研究者が述べとる。","summaryEn":"A feedlot study estimates cattle growth from repeated aerial body measurements; the researchers identify other breeds and commercial-scale validation as future work.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn208view3"},{"id":"br-22","title":"Primeiro drone dispersor de sementes da América do Sul é viabilizado por chamada pública do Ibama e do CNPq","url":"https://www.gov.br/ibama/pt-br/assuntos/notas/copy_of_notas/primeiro-drone-dispersor-de-sementes-da-america-do-sul-e-viabilizado-por-chamada-publica-do-ibama-e-do-cnpq","publisher":"Ibama","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"2019年のDronecoria事例は機体製作と在来種子のペレット化を組み合わせた。復元用播種の開発史で、農作物の収量実績ではないんよ。","summaryEn":"A 2019 Dronecoria workshop combined aircraft construction with native-seed pelletization for ecological restoration; this documents development rather than crop-yield outcomes.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn208view5"},{"id":"br-23","title":"MacaúbaView — image preparation and processing guidance","url":"https://sistemas.cnpae.embrapa.br/macaubaview/inicial/","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"ヤシ検出用の画像要件を公開し、位置情報・GSD・オルソ化・校正を説明。解析サービスにつなぐ入口の標準化が見えるんじゃ。","summaryEn":"The service documents georeferenced TIFF inputs, resolution, orthorectification and calibration requirements, illustrating an explicit data contract for palm-detection analytics.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn208view6"},{"id":"br-24","title":"Comparação entre sensores imageadores embarcados em veículos aéreos não tripulados na obtenção de parâmetros biofísicos para a agricultura.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1151384","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2022年会議要旨を確認。牧草・作物の生物物理量に適する画像センサーを比較する研究目的で、価格の高さだけでは選べんのよ。","summaryEn":"A conference abstract outlines comparison of imaging sensors for crop and pasture biophysical measurements; it does not provide sufficient detail to declare a winning sensor.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn208view7"},{"id":"br-25","title":"Desenvolvimento de scripts em Python para processamento de imagens aéreas obtidas com drones.","url":"https://www.alice.cnptia.embrapa.br/handle/doc/1152163?locale=en","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"ブドウ圃場の指標・統計・GeoTIFF出力を公開Pythonコードで自動化。独自ツールへの依存を減らす実装例じゃ。","summaryEn":"The abstract describes open Python scripts for vineyard vegetation indices, statistics and GeoTIFF export, demonstrating portable image-processing workflows.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn210view0"},{"id":"br-26","title":"Processamento digital e aprendizado de máquina de imagens aéreas obtidas por aeronaves remotamente pilotadas (RPA) para estimar percentual de cobertura do solo por gramíneas perenes em pomar de citros.","url":"https://www.infoteca.cnptia.embrapa.br/handle/doc/1146298","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"かんきつ園の草生被覆率をFiji ImageJとWekaで推定する要旨。公開ソフトでも学習用ラベルと評価を準備せにゃいけん。","summaryEn":"The abstract describes citrus-orchard ground-cover estimation with open-source Fiji ImageJ and Weka, including supervised labels and model evaluation.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn210view1"},{"id":"br-27","title":"Eficiência do controle biológico de lagartas em soja pulverizada com drone em diferentes velocidades de deslocamento","url":"https://www.alice.cnptia.embrapa.br/alice/bitstream/doc/1178616/1/p-79-ETC-5-com-ISSN-Jorn-Acad-2025-11.pdf","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["biocontrol"],"summaryJa":"大豆のBt散布試験では速度によって下降気流と防除効果が変わった。速く飛ぶほど良いという判断を退ける、条件付きの実験結果じゃ。","summaryEn":"A soybean Bt trial found that travel speed affected downwash and control performance; greater coverage speed did not necessarily improve biological outcomes.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn210view2"},{"id":"br-28","title":"Detecção semiautomática de árvores em pomar de mangueira irrigada a partir de imagens obtidas por drone.","url":"https://www.alice.cnptia.embrapa.br/alice/handle/doc/1149929?locale=pt_BR","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"マンゴー園の樹数推定を無料GISで比較した論文要旨。処理品質によって適合率と再現率が変わり、重い処理がいつも最適とは限らん。","summaryEn":"The abstract compares open-GIS tree counting in three mango orchards; processing quality changes precision and recall, so the most intensive processing is not automatically best.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn215view0"},{"id":"br-29","title":"Interferência da resposta espectral de solo e palhada nos valores de índices de vegetação da soja obtidos por drone.","url":"https://www.alice.cnptia.embrapa.br/handle/doc/1178922?locale=pt_BR","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["data-quality"],"summaryJa":"大豆の植生指標に土壌や残渣が混ざる問題を扱う2025年要旨。色分け地図をそのまま作物の健康と読まんための入口じゃ。","summaryEn":"A 2025 abstract addresses soil and residue interference in soybean vegetation indices, motivating careful processing before interpreting plant condition.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn215view1"},{"id":"br-30","title":"Fluxo de ar descendente produzido por drone de pulverização agrícola com diferentes velocidades de trabalho.","url":"https://www.alice.cnptia.embrapa.br/handle/doc/1178626","publisher":"Embrapa","language":"pt","country":"BR","publishedDate":null,"accessedDate":"2026-10-30","topics":["flight-physics"],"summaryJa":"下降気流と作業速度を扱う2025年会議論文の概要を確認。作業能率と散布物理を結び付ける資料で、全文の数値は未検証じゃ。","summaryEn":"The retrieved description links application service economics, work rate and flight speed; the proceedings paper investigates downwash, but its detailed results were not verified.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn218view0"}]},{"code":"AR","nameJa":"アルゼンチン","nameEn":"Argentina","region":"Americas","summaryJa":"INTAによる画像解析・散布品質・費用評価を、州ごとの実施条件につなぐことが課題。","summaryEn":"INTA research on imagery, spray quality and costs must be linked with provincial operational requirements.","historyJa":"精密農業の地図づくりから、散布・施肥・播種の現場検証へ展開している。","historyEn":"Precision-agriculture mapping is expanding into field validation of spraying, fertilizing and seeding.","prioritiesJa":["州別の農薬散布制度","水感紙と実測による品質確認","雑草地図作成の費用"],"prioritiesEn":["Provincial pesticide rules","Application-quality measurement","Economics of weed mapping"],"rankingStatus":"not-verifiable","sources":[{"id":"ar-01","title":"Red de Drones del INTA: estrategia, datos y sinergias para el agro argentino","url":"https://www.argentina.gob.ar/noticias/red-de-drones-del-inta-estrategia-datos-y-sinergias-para-el-agro-argentino","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"飛行そのものよりもデータ品質、試験の検証、研修、官民連携を重視する研究ネットワーク。","summaryEn":"A research network emphasizes data quality, field validation, training and collaboration rather than flight alone.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn43view3","readScope":"retrieved-article-content"},{"id":"ar-02","title":"Monitoreo de cultivos mediante el uso de sensores remotos montados en drones","url":"https://www.argentina.gob.ar/inta/tecnologias/monitoreo-de-cultivos-mediante-el-uso-de-sensores-remotos-montados-en-drones","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"果樹・ブドウなどのマルチスペクトル・熱画像監視を説明。掲載技術の成熟度はTRL3と明記。","summaryEn":"Describes multispectral/thermal monitoring for intensive crops; the listed technology is explicitly at TRL 3.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn43view4","readScope":"retrieved-article-content"},{"id":"ar-03","title":"Siembra de cultivo de Vicia villosa sobre maíz con DJI AGRAS T50","url":"https://www.argentina.gob.ar/inta/cr-cordoba/siembra-de-cultivo-de-vicia-villosa-sobre-maiz-con-dji-agras-t50","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"トウモロコシへのヘアリーベッチ播種試験。散布量だけでなく物流時間、出芽、定着、分布を評価対象にする。","summaryEn":"A hairy-vetch seeding trial over maize evaluates logistics time, emergence, establishment and distribution, not just material delivery.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn43view5","readScope":"retrieved-article-content"},{"id":"ar-04","title":"Uso y adopción de drones en la producción agropecuaria","url":"https://www.argentina.gob.ar/node/508005","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"2026年全国調査の案内。公開され体系化された導入情報が不足していると明示し、地域・作物・用途の把握を目指す。","summaryEn":"The 2026 national survey notes a shortage of systematic public adoption data and seeks regional, crop and use information.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn43view6","readScope":"retrieved-article-content"},{"id":"ar-05","title":"Los drones aplicadores amplían las posibilidades de manejo en los cultivos","url":"https://www.argentina.gob.ar/noticias/los-drones-aplicadores-amplian-las-posibilidades-de-manejo-en-los-cultivos","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"湿潤地や局所処理、前作収穫前の播種を紹介。統合管理の中の補完的な道具として導入判断する。","summaryEn":"Covers wet-field access, spot treatment and pre-harvest seeding, positioning drones as a complementary management tool.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view0"},{"id":"ar-06","title":"Crean la primera red de drones agropecuarios de Latinoamérica","url":"https://www.argentina.gob.ar/noticias/crean-la-primera-red-de-drones-agropecuarios-de-latinoamerica","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2024年の研究ネットワーク創設。校正・品質管理・試験手順と地域間の経験共有が主題。","summaryEn":"The 2024 network launch emphasizes calibration, quality control, trial protocols and regional knowledge exchange.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view1"},{"id":"ar-07","title":"Mapas de prescripciones con drones","url":"https://www.argentina.gob.ar/node/448168","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"画像から管理区分・処方地図への流れを紹介する公開本文を確認。添付PDFの全図表は未確認。","summaryEn":"Reviewed the web explanation of imagery-to-management-zone/prescription mapping; attached PDF figures remain unreviewed.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view2"},{"id":"ar-08","title":"El Gobierno moderniza la normativa aeronáutica y simplifica reglas para drones, aviación rural y trabajo aéreo agrícola","url":"https://www.argentina.gob.ar/noticias/el-gobierno-moderniza-la-normativa-aeronautica-y-simplifica-reglas-para-drones-aviacion","publisher":"ANAC / Government of Argentina","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"2026年のRAAC更新を公表。農村部の機体条件の変更を説明するが、農薬・州法を包括して免除する資料ではない。","summaryEn":"Announces 2026 RAAC changes for rural operations; it does not waive pesticide or provincial requirements.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view3"},{"id":"ar-09","title":"Alfalfa: desarrollan una herramienta para detectar malezas con drones comerciales","url":"https://www.argentina.gob.ar/noticias/alfalfa-desarrollan-una-herramienta-para-detectar-malezas-con-drones-comerciales","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"一般的なRGBカメラと教師あり分類でアルファルファと雑草を分け、更新や管理の判断につなぐ研究。","summaryEn":"Research uses conventional RGB imagery and supervised classification to distinguish alfalfa and weeds for management decisions.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn101view0"},{"id":"ar-10","title":"Con drones e inteligencia artificial pueden anticipar el rendimiento del maíz","url":"https://www.argentina.gob.ar/node/511708","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"トウモロコシ試験で緑被率が受光割合の推定に有効。見出しの収量予測と、実際に検証した受光・草丈の指標を区別するんよ。","summaryEn":"Preliminary maize studies estimate canopy structure and intercepted radiation; their reported accuracy should not be mistaken for direct yield-prediction accuracy.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view2"},{"id":"ar-11","title":"Con drones y algoritmos, reducen a más de la mitad el uso de nitrógeno","url":"https://www.argentina.gob.ar/noticias/con-drones-y-algoritmos-reducen-mas-de-la-mitad-el-uso-de-nitrogeno","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["fertilizer"],"summaryJa":"ヒマワリの試験では画像を区画別施肥提案へ変換し、均一散布と比較。削減効果はこの試験条件の結果として扱うんじゃ。","summaryEn":"A sunflower trial converts multispectral differences into nitrogen recommendations and compares variable and uniform application; savings are trial-specific.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view3"},{"id":"ar-12","title":"Utilizan tecnología satelital y LiDAR para mejorar el manejo del cultivo","url":"https://www.argentina.gob.ar/noticias/utilizan-tecnologia-satelital-y-lidar-para-mejorar-el-manejo-del-cultivo","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"サトウキビの長年の衛星画像とドローンLiDARを照合。地図の色の違いが樹冠構造の差に対応するか確かめる事例じゃ。","summaryEn":"A sugarcane study validates multi-year satellite management zones against detailed drone-LiDAR canopy structure, combining regional history with field-scale measurements.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view4"},{"id":"ar-13","title":"La Provincia reguló el uso de drones para la aplicación de fitosanitarios","url":"https://www.salta.gob.ar/prensa/noticias/la-provincia-regulo-el-uso-de-drones-para-la-aplicacion-de-fitosanitarios-109552","publisher":"Gobierno de Salta","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"2026年のサルタ州発表は登録・操縦者・技術助言・製品・運搬を別々に要求。国の航空規則だけで散布できるわけではないんよ。","summaryEn":"Salta’s 2026 notice adds provincial registration, personnel, technical recommendation, product and transport requirements alongside aviation rules.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view5"},{"id":"ar-14","title":"Robots para los cultivos","url":"https://www.conicet.gov.ar/robots-para-los-cultivos/","publisher":"CONICET","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2016年頃の研究紹介に交換バッテリーを織り込んだ飛行計画と画像による列追従が登場。当時の電池性能を今の仕様と混同せんことじゃ。","summaryEn":"This historical research account includes planned battery swaps, visual row guidance and coordination with ground sensing; endurance figures describe that era’s prototypes.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view6"},{"id":"ar-15","title":"Evaluación técnica y económica del uso de drones para pulverización en cultivos","url":"https://repositorio.ub.edu.ar/handle/123456789/11801","publisher":"Universidad de Belgrano","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"2026年の卒業研究要旨は大面積での地上機の能率と、局所・難アクセス条件でのドローンを比較。相互補完という結論じゃ。","summaryEn":"A 2026 student study abstract compares an Agras T100 with a ground sprayer, finding scale-dependent complementarity rather than universal replacement.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn236view7"},{"id":"ar-16","title":"Mapeo multiespectral con Dron y aplicación variable en barbecho viabilidad agro-económica. Estudio de raigrás resistente en sistemas mixtos","url":"https://repositoriosdigitales.sicyt.gob.ar/vufind/Record/INTADig_037e7fef876771d651490e0392732ef9","publisher":"INTA / national repository","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"抵抗性ライグラスの分布図から地上機・散布機向け処方を作る報告要旨。地図作成費を引いた経済性を評価し、全面に広がるほど優位が縮む設計じゃ。","summaryEn":"The report abstract evaluates resistant ryegrass patch mapping and compatible prescriptions, subtracting mapping costs when estimating savings against uniform treatment.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn244view0"},{"id":"ar-17","title":"Calidad de aplicaciones con drones: integración de trazadores colorantes, tarjetas hidrosensibles y penetración foliar de un trazador químico","url":"https://repositoriosdigitales.sicyt.gob.ar/vufind/Record/INTADig_6a2b1ecac58b2d7f66abddc8764a58a2","publisher":"INTA / national repository","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"アルファルファ試験の要旨は感水紙、色素、化学トレーサーを組み合わせる。紙の模様だけで葉への浸透まで判断せん検証設計じゃ。","summaryEn":"A conference abstract evaluates atomizer speed using droplet coverage, distribution and foliar penetration indicators in alfalfa.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn240view1"},{"id":"ar-18","title":"Drones en viñedo: análisis de cinco configuraciones de aplicación con DJI Agras T100 en Balcarce","url":"https://repositoriosdigitales.sicyt.gob.ar/vufind/Record/INTADig_4ea9ad7f2402499fcc35d69bc78f91aa","publisher":"INTA / national repository","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"ブドウ園で五つの散布設定を比較した記事要旨。液滴・速度・高さを作物の被覆と浸透に結び付けて評価しとる。","summaryEn":"The retrieved article abstract describes five vineyard application configurations and how droplet size, speed and height affect coverage and penetration.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn240view2"},{"id":"ar-19","title":"Semillas de alto vuelo. Siembra de pasturas con drones","url":"https://www.argentina.gob.ar/sites/default/files/2024/05/inta_eea_rama_caida_siembra_con_drones.pdf","publisher":"INTA","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"南メンドーサの牧草混播実証は整地・播種後灌漑・35日後の苗数まで確認。種を運んだだけで成功とせんのが肝心じゃ。","summaryEn":"A pasture-seeding demonstration includes prepared soil, post-sowing irrigation and seedling counts after 35 days, distinguishing delivery from establishment.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn244view1"},{"id":"ar-20","title":"Análisis económico de una alternativa de uso de drones, una tecnología innovadora para el agro","url":"https://fcagr.unr.edu.ar/wp-content/uploads/2024/08/Agromensajes-Agosto-2024.pdf","publisher":"Universidad Nacional de Rosario","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"2024年試算は機体に加えて発電機・資材・人件費・管理・機会費用を計上。年間損益分岐面積は当時の単価と仮定に依存するんよ。","summaryEn":"The 2024 analysis calculates annual break-even area with equipment, generator, labour, logistics and opportunity costs; its prices and assumptions are historical.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn244view3"},{"id":"ar-21","title":"Drones y termografía: tecnología de precisión para combatir la crisis hídrica en los olivares","url":"https://inaut.conicet.gov.ar/drones-y-termografia-tecnologia-de-precision-para-combatir-la-crisis-hidrica-en-los-olivares/","publisher":"INAUT / CONICET","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation"],"summaryJa":"オリーブの灌漑処理を変えて熱・マルチスペクトル画像を検証。CWSIとNDVIは同じ意味の指標ではないんよ。","summaryEn":"An olive experiment compares irrigation treatments using thermal CWSI and multispectral NDVI, distinguishing water stress from seasonal canopy vigour.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn244view2"},{"id":"ar-22","title":"Drones para la fruticultura: herramienta que se suma al campo rionegrino","url":"https://rionegro.gov.ar/articulo/56007/drones-para-la-fruticultura-una-herramienta-que-se-suma-al-campo-rionegrin","publisher":"Gobierno de Río Negro","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"果樹産地の機械導入支援と水を使う実演を報告。普及活動の記録であり、防除効果が実証された記事とは分けるんじゃ。","summaryEn":"A provincial account describes fruit-sector equipment support and water-only demonstrations, documenting extension activity rather than proven pesticide efficacy.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn240view7"},{"id":"ar-23","title":"Desarrollan un protocolo para estandarizar la medición de deriva","url":"https://www.argentina.gob.ar/noticias/desarrollan-un-protocolo-para-estandarizar-la-medicion-de-deriva","publisher":"INTA","language":"es","country":"AR","publishedDate":"2026-04-28","accessedDate":"2026-10-30","topics":["spraying","drift","measurement"],"summaryJa":"散布ドリフトを地表・空中の両方で測る標準化手法じゃ。飛行高さ・速度・液滴・気象を同時に記録し、機体や条件の違いを比較できる根拠を作る。","summaryEn":"INTA describes a standardized drift measurement protocol using ground collectors, airborne sampling and weather observations to compare application conditions.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn261view0"},{"id":"ar-24","title":"La IA en el agro: cómo los algoritmos transforman la producción","url":"https://noticias.agro.uba.ar/index.php/interes-general-news/la-ia-en-el-agro-como-los-algoritmos-transforman-la-produccion","publisher":"FAUBA","language":"es","country":"AR","publishedDate":"2026-06-18","accessedDate":"2026-10-30","topics":["platform","analytics","industry"],"summaryJa":"画像、投入材、病害などのサービスが分断され、高価格や使いこなしが普及の壁になるんじゃ。現地データと農学的な判断をつなぐ必要がある。","summaryEn":"FAUBA discusses fragmented digital agriculture services, adoption costs and the continuing need to connect algorithms with field data and agronomic judgment.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn261view1"},{"id":"ar-25","title":"Evalúan la adaptación del maíz al riego por goteo","url":"https://www.argentina.gob.ar/noticias/evaluan-la-adaptacion-del-maiz-al-riego-por-goteo","publisher":"INTA","language":"es","country":"AR","publishedDate":"2023-04-05","accessedDate":"2026-10-30","topics":["sensing","irrigation","maize"],"summaryJa":"サルタの点滴灌漑トウモロコシ試験で、ドローンが品種ごとの反応を観測する。記事の収量目標は実証済みの成果と区別して読むんじゃ。","summaryEn":"A Salta maize trial uses drone monitoring to assess crop response under drip irrigation. The stated yield target is a trial objective, not a reported outcome.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn261view6"},{"id":"ar-26","title":"Relevamiento con drones de parcelas de olivo","url":"https://www.argentina.gob.ar/noticias/relevamiento-con-drones-de-parcelas-de-olivo","publisher":"INTA","language":"es","country":"AR","publishedDate":"2024-04-12","accessedDate":"2026-10-30","topics":["sensing","irrigation","orchards"],"summaryJa":"オリーブ圃場をNDVIやSAVIで観測し、別のリモートセンシング製品の品質確認にも使う。指数の地図だけで終わらず、灌漑判断と結びつける取り組みじゃ。","summaryEn":"Drone observations of olive plots support NDVI and SAVI analysis, validation of other remote sensing products and irrigation management.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn261view7"},{"id":"ar-27","title":"Evaluación de pastizales patagónicos con imágenes de satélites y de vehículos aéreos no tripulados","url":"https://ojs.ecologiaaustral.com.ar/index.php/Ecologia_Austral/article/view/791","publisher":"Ecología Austral / INTA-CONICET","language":"es","country":"AR","publishedDate":"2019-09-23","accessedDate":"2026-10-30","topics":["sensing","pasture","satellite"],"summaryJa":"パタゴニアの草地で衛星画像とドローン画像を比較した研究。解像度、観測範囲、費用を見て使い分ける必要があり、ドローンが衛星を全面的に置き換える話ではないんじゃ。","summaryEn":"The study compares satellite and drone imagery for Patagonian rangeland assessment, emphasizing complementary spatial resolution, coverage and cost characteristics.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn272view1"},{"id":"ar-28","title":"Nuevas tecnologías para el monitoreo de pasturas","url":"https://ri.conicet.gov.ar/bitstream/handle/11336/80888/CONICET_Digital_Nro.5a977db5-69ac-42f8-be5b-ace53d9f8a7c_A.pdf?isAllowed=y&sequence=2","publisher":"INTA Visión Rural / CONICET","language":"es","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","pasture","calibration"],"summaryJa":"アルゼンチンの研究者が紹介する米国ミシガンでの2016年の牧草観測。NDVIと刈り取り実測を比較し、枯れた草や高い草量が推定を難しくすることを示す。現場を歩く確認は欠かせんのじゃ。","summaryEn":"Argentine researchers report a 2016 Michigan pasture study comparing NDVI with clipped biomass. Dead material and high biomass complicate estimates; field observation remains necessary.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn272view3"},{"id":"ar-29","title":"Calibration of an Unmanned Aerial Vehicle for Prediction of Herbage Mass in Temperate Pasture","url":"https://bicyt.conicet.gov.ar/fichas/produccion/en/12540810","publisher":"CONICET / Agriculture","language":"en","country":"AR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","pasture","calibration"],"summaryJa":"バルカルセの牧草で、草種、季節、再生段階によってNDVIと草量の関係が変わる。農家に見せる数値は簡単でも、裏側の校正は地域条件に合わせる必要があるんじゃ。","summaryEn":"A Balcarce pasture study finds that NDVI–herbage mass relationships vary with species, season and regrowth stage, making calibration context dependent.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn275view0"},{"id":"ar-30","title":"Animal TECH: de la libreta a las decisiones inteligentes","url":"https://www.argentina.gob.ar/node/498574","publisher":"INTA","language":"es","country":"AR","publishedDate":"2026-04-17","accessedDate":"2026-10-30","topics":["platform","livestock","analytics"],"summaryJa":"個体識別、IoT、飼養管理ソフト、ドローンを農家の判断につなぐ構想じゃ。機器を増やすだけでなく、読める報告と訓練が重要になる。","summaryEn":"INTA discusses linking livestock identification, sensors, management software and drone observations to interpretable decisions, supported by training.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn275view1"}]},{"code":"MX","nameJa":"メキシコ","nameEn":"Mexico","region":"Americas","summaryJa":"小規模農家の作業サービス利用、輸入・販売・修理網、現場に伝わる解析をつなぐことが課題じゃ。","summaryEn":"Service access for smallholders, import and repair networks, and interpretable field analytics are key linked challenges.","historyJa":"オブレゴンの育種試験では2010年代に画像取得・電池交換・校正の運用を蓄積。窒素助言の民間サービスを経て、2026年はミルパ共同体への支援制度にもドローンが組み込まれとる。","historyEn":"Obregón breeding trials developed imaging, battery and calibration workflows in the 2010s. Commercial nitrogen advice followed, and drone services appear in 2026 support rules for milpa communities.","prioritiesJa":["小規模農家のサービス利用","局地的な解析モデルの検証","航空ルールと農薬使用条件の確認"],"prioritiesEn":["Service access for small farms","Local validation of analytic models","Aviation and pesticide-use checks"],"rankingStatus":"not-verifiable","sources":[{"id":"mx-01","title":"Recibe SENASICA drones para fortalecer la vigilancia fitozoosanitaria","url":"https://iica.int/es/prensa/noticias/recibe-senasica-drones-para-fortalecer-la-vigilancia-fitozoosanitaria/","publisher":"IICA","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"SENASICAへのマルチスペクトル機導入と研修。飛行計画、データ処理、オルソモザイク、解釈を組み合わせる。","summaryEn":"SENASICA's multispectral-drone rollout includes route planning, data processing, orthomosaics and interpretation training.","verification":"read","sourceType":"intergovernmental","rankingEvidence":null,"ref":"turn46view5","readScope":"retrieved-article-content"},{"id":"mx-02","title":"UPIITA Applies AI to Crop Monitoring","url":"https://www.ipn.mx/english/college-life/view-detail.html?n=9&t=15&u=17&y=2025","publisher":"Instituto Politécnico Nacional","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","sensing","robotics"],"summaryJa":"空のドローン、地上ローバー、スマホ表示を組み合わせた学生プロトタイプじゃ。位置と日付のある異常報告に変える一方、地上画像の保存は未実装で、実用化の段階を見極める必要がある。","summaryEn":"IPN students combine a drone, ground rover and mobile interface into a crop-monitoring prototype. Georeferenced reporting is implemented, while rover image storage remains incomplete.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn319view0"},{"id":"mx-03","title":"Effectiveness of Two Herbicide Application Methods for Common Sunflower (Helianthus annuus L.) Control in Northern Tamaulipas, México","url":"https://ccsenet.org/journal/index.php/jas/article/view/0/53619","publisher":"Journal of Agricultural Science","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","weeds","quality"],"summaryJa":"タマウリパスの休閑地でトラクターとドローンを比較した2026年の研究。水感紙の被覆率は大きく違っても、除草効果は概ね同等だった。被覆率だけで防除成績を決めつけんことじゃ。","summaryEn":"A 2026 Tamaulipas fallow-field experiment reports substantially different spray coverage but broadly comparable weed control. Coverage and biological efficacy should be evaluated separately.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-paper","rankingEvidence":null,"ref":"turn319view3"},{"id":"mx-04","title":"Revolutionizing Agave Farming: Using Agras T40 Drones to Spray Agave","url":"https://ag.dji.com/case-studies/agras-t40-t50-agave","publisher":"DJI Agriculture","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","economics","spraying"],"summaryJa":"テキーラのアガベ畑で2023年に実施した散布を紹介するメーカー事例じゃ。岩の多い地形や雨季前の作業期限が導入理由。費用や節水は自己報告で、気象記録の欠落や記載値の不整合もあり、独立検証済みとは扱わん。","summaryEn":"DJI’s account of a 2023 Tequila agave operation highlights rocky terrain and seasonal timing. Cost and water claims are vendor reported; missing weather observations and inconsistent quantities limit independent assessment.","verification":"read","readScope":"retrieved-article-content","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn319view4"},{"id":"mx-05","title":"Q+A with Iván Ortíz-Monasterio on nitrogen application and consequences","url":"https://www.cimmyt.org/news/qa-with-ivan-ortiz-monasterio-on-nitrogen-application-and-consequences/","publisher":"CIMMYT","language":"en","country":"MX","publishedDate":"2018-05-07","accessedDate":"2026-10-30","topics":["economics","adoption","fertilizer"],"summaryJa":"ヤキ渓谷で、補助金付きの地上センサー指導から民間のドローン施肥助言へ移った経緯を研究者が語る。支払い意欲と情報の見せ方の事例であり、ドローンそのものが必ず高収益という証拠ではないんじゃ。","summaryEn":"A researcher describes the move from subsidized handheld sensing to a paid drone advisory service in the Yaqui Valley, offering evidence about adoption and information presentation rather than guaranteed drone profitability.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn319view5"},{"id":"mx-06","title":"Spectral Index-Based Estimation of Total Nitrogen in Forage Maize: A Comparative Analysis of Machine Learning Algorithms","url":"https://pdfs.semanticscholar.org/50f1/963c7753fa7b95f4e1dbb55b8d4d2cf7abc5.pdf","publisher":"Nitrogen / INIFAP","language":"en","country":"MX","publishedDate":"2024-05-29","accessedDate":"2026-10-30","topics":["sensing","nitrogen","machine-learning"],"summaryJa":"北部メキシコの飼料トウモロコシで、画像指数と窒素実測から複数モデルを比較した。81%という値は説明した分散で、農薬診断の正答率ではない。生育段階別・追加現地データでの検証が必要じゃ。","summaryEn":"A northern Mexican forage-maize study compares machine-learning estimates of tissue nitrogen. Its 81% figure refers to explained variance, not diagnostic accuracy; the authors recommend more field data and growth-stage analysis.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-paper","rankingEvidence":null,"ref":"turn325view3"},{"id":"mx-07","title":"El potencial de los drones en la agricultura","url":"https://www.cimmyt.org/es/noticias/el-potencial-de-los-drones-en-la-agricultura/","publisher":"CIMMYT","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"コアウイラでの実演を通じ、操縦だけでなく化学品の理解と飛散・機体汚染への訓練が必要とする。","summaryEn":"A Coahuila demonstration highlights training in chemical use, drift and contaminated equipment as well as flying.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view4"},{"id":"mx-08","title":"Con drones agrícolas, SADR tecnifica el campo atlixquense","url":"https://www.puebla.gob.mx/index.php/noticias/item/25214-con-drones-agricolas-sadr-tecnifica-el-campo-atlixquense","publisher":"Government of Puebla","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"アマランサス圃場での無料散布・測量サービスを報告。小規模農家が機体を購入せず利用できる事例。","summaryEn":"Reports free spraying/mapping services for amaranth fields, illustrating access without small-farm ownership.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view5"},{"id":"mx-09","title":"Sinaloa inaugura primer congreso internacional de uso de drones en agricultura","url":"https://sinaloa.gob.mx/sinaloa-inaugura-primer-congreso-internacional-de-uso-de-drones-en-agricultura-ismael-bello-esquivel/","publisher":"Government of Sinaloa","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"産学・植物防疫機関による2026年会議の報告。規制、使用方法、生物的防除を含む知識共有を扱う。","summaryEn":"Reports a 2026 agriculture-drone congress spanning regulation, application methods and biological control.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn98view6"},{"id":"mx-10","title":"Investigadores de la FEPZM desarrollan tecnología con drones para la detección temprana de plagas en cultivos","url":"https://wp.uaslp.mx/noticias/investigacion/investigadores-de-la-fepzm-desarrollan-tecnologia-con-drones-para-la-deteccion-temprana-de-plagas-en-cultivos/","publisher":"Universidad Autónoma de San Luis Potosí","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"植生ストレス候補を画像で見つける開発事例。ストレスが害虫を直接証明するわけではなく、圃場試験段階を区別する。","summaryEn":"A development project detects potential vegetation stress; stress is not a direct pest diagnosis, and field validation remains a separate stage.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn120view0"},{"id":"mx-11","title":"Estrategia de innovación para la red de distribución de drones para agricultura en México","url":"https://repositorio.chapingo.edu.mx/items/090236b6-42ed-4671-990d-30a739327880","publisher":"Universidad Autónoma Chapingo","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"学位論文要旨を確認。販売網の断片化、技術研修、輸入依存、アフターサービスを導入障壁として整理。","summaryEn":"Thesis abstract identifies fragmented distribution, training, import dependence and after-sales support as adoption barriers.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn120view1"},{"id":"mx-12","title":"Estrategia y modelo de negocio para el monitoreo de cultivos mediante datos geoespaciales y de percepción remota","url":"https://repositorio.chapingo.edu.mx/items/8f5c8337-0a8c-461d-8bc5-76cbd83f06d7","publisher":"Universidad Autónoma Chapingo","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"学位論文要旨を確認。大量データの取得後に管理・解釈・実用化を行うサービス設計を研究する。","summaryEn":"Thesis abstract studies service design for managing, interpreting and using large crop datasets after acquisition.","verification":"read","readScope":"abstract-or-catalog","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn120view2"},{"id":"mx-13","title":"Avances de actividades de los proyectos aprobados en la convocatoria sinergia incidencia 2025 de COMECYT","url":"https://www.colpos.mx/cp/avances-de-actividades-de-los-proyectos-aprobados-en-la-convocatoria-sinergia-incidencia-2025-de-comecyt","publisher":"Colegio de Postgraduados","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"農家研修と雑草地図作成、現地データによる地形情報の検証を紹介する。","summaryEn":"Reports farmer training, weed mapping and field validation of geospatial information.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn120view3"},{"id":"mx-14","title":"A view from above","url":"https://www.cimmyt.org/news/a-view-from-above/","publisher":"CIMMYT","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"メキシコの小麦育種で熱・分光情報を使うフェノタイピングを紹介。国際連携事例として読む。","summaryEn":"Discusses thermal/spectral phenotyping in Mexican wheat breeding within international research collaborations.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn120view7"},{"id":"mx-15","title":"DJI Agriculture Elevates Precision Farming in Mexico with Innovative Drone Technology and Pilot Training","url":"https://ag.dji.com/newsroom/ag-en-news-mx","publisher":"DJI Agriculture","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"メキシコでの機体展開、研修、販売・保守網をメーカーが紹介。普及率や効果の数値は同社発表であり独立検証ではない。","summaryEn":"Manufacturer announcement covers Mexican products, training and service networks; adoption and impact figures are company claims.","verification":"read","readScope":"retrieved-article-content","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn120view8"},{"id":"mx-16","title":"Breeder friendly phenotyping","url":"https://www.cimmyt.org/multimedia/breeder-friendly-phenotyping/","publisher":"CIMMYT","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"育種目的に応じて簡単なスクリーニングと詳細な形質解析を使い分ける。ドローンは測定手段の一つ。","summaryEn":"Matches simple screening or detailed trait analysis to breeding needs; drones are one measurement tool.","verification":"read","readScope":"retrieved-article-content","sourceType":"primary-institution","rankingEvidence":null,"ref":"turn133view7"},{"id":"mx-17","title":"Estimación y validación de variables biofísicas del maíz a través de vehículos aéreos no tripulados","url":"https://www.revfitotecnia.mx/index.php/RFM/article/view/2071","publisher":"Revista Fitotecnia Mexicana","language":"es","country":"MX","publishedDate":"2025-12-29","accessedDate":"2026-10-30","topics":["sensing","calibration","maize"],"summaryJa":"チワワのトウモロコシ圃場でRGB画像から草丈などを推定し、地上実測と照合した研究じゃ。安いカメラでも、校正と検証を組み合わせて生育観測に使える。","summaryEn":"A Chihuahua maize study validates RGB drone estimates of crop structure against field measurements, illustrating the importance of ground validation for lower-cost sensing.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn306view0"},{"id":"mx-18","title":"Aplicaciones de los vehículos aéreos no tripulados en la ingeniería hidroagrícola","url":"https://www.revistatyca.org.mx/index.php/tyca/article/view/1336","publisher":"Instituto Mexicano de Tecnología del Agua","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","irrigation","sensing"],"summaryJa":"2017年の水・農業工学の論考。圃場内のばらつきを灌漑や投入材管理に結びつける用途と、初期費用、訓練、ソフトウェアの導入障壁を整理しとる。","summaryEn":"This 2017 review connects drone sensing with spatially targeted irrigation and input management, while identifying equipment, training and software barriers.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn306view2"},{"id":"mx-19","title":"Bird’s-eye view","url":"https://www.cimmyt.org/news/birds-eye-view/","publisher":"CIMMYT","language":"en","country":"MX","publishedDate":"2019-06-20","accessedDate":"2026-10-30","topics":["sensing","plant-disease","breeding"],"summaryJa":"アグア・フリアでトウモロコシのタールスポット病への抵抗性を、多波長・熱画像と目視で比較した事例。育種試験での成果と、一般農家への技術移転は別の段階なんじゃ。","summaryEn":"At Agua Fría, researchers compared multispectral and thermal imagery with visual assessments of maize tar spot resistance. Transfer from breeding trials to farmers remained a separate challenge.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn306view3"},{"id":"mx-20","title":"Application of unmanned aerial systems for high throughput phenotyping of large wheat breeding nurseries","url":"https://link.springer.com/article/10.1186/s13007-016-0134-6","publisher":"Plant Methods / CIMMYT","language":"en","country":"MX","publishedDate":"2016-06-24","accessedDate":"2026-10-30","topics":["history","platform","breeding"],"summaryJa":"オブレゴンのコムギ試験で、固定翼とマルチコプターの画像を地上測定と比較した2016年の研究。照明条件と放射校正、Pythonによる区画単位の処理が、写真を比較可能なデータへ変えるんじゃ。","summaryEn":"A 2016 Obregón wheat study compares fixed-wing and multirotor imagery with field measurements. Illumination control, radiometric calibration and Python processing support comparable plot-level data.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn306view5"},{"id":"mx-21","title":"Proposal for monitoring maize cultivation based on remote sensors","url":"https://era.ujat.mx/rera/en/article/view/3810","publisher":"Ecosistemas y Recursos Agropecuarios / UJAT","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","smallholders","analytics"],"summaryJa":"トウモロコシの栄養や水の問題を、ドローン画像だけでなく農家の作業履歴と現地確認で解釈する方法じゃ。小規模農家の参加を重視する。","summaryEn":"The proposed maize monitoring method combines drone imagery, farmers’ agronomic knowledge and field observations to interpret nutrient or water stress, emphasizing smallholder participation.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn307view0"},{"id":"mx-22","title":"Efecto del vuelo de un dron sobre la polinización de cultivo de fresa en casa sombra como alternativa a la ausencia de polinizadores naturales","url":"https://revista-riisds.mx/index.php/RIISDS/article/view/124","publisher":"Revista Interdisciplinaria de Ingeniería Sustentable y Desarrollo Social","language":"es","country":"MX","publishedDate":"2023-12-20","accessedDate":"2026-10-30","topics":["pollination","principles","experiment"],"summaryJa":"施設イチゴで飛行時の気流による受粉を調べた実験。無授粉者区より果実数は増えたが、自然授粉者の効果には届かんかった。昆虫の代替が確立したとの意味ではないんじゃ。","summaryEn":"A protected-strawberry experiment found drone-induced airflow improved fruit counts over a no-pollinator treatment, but remained below natural pollinators. This is experimental evidence, not an established replacement for insects.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn307view1"},{"id":"mx-23","title":"Why we fly: Revolutionizing wheat phenotyping with drones","url":"https://archive.wheat.org/why-we-fly-revolutionizing-wheat-phenotyping-with-drones/","publisher":"CGIAR Research Program on Wheat / Cornell University","language":"en","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","battery","operations"],"summaryJa":"オブレゴンの初期実証では、電池を繰り返し交換・充電し、各飛行前にカメラを校正した。飛行だけでなく電池の回転、処理するデータ量、予測モデル検証が仕事の中心になるんじゃ。","summaryEn":"This historical Obregón account describes battery rotation, repeated camera calibration and large seasonal datasets, showing that phenotyping depends on ground operations and model validation as well as flying.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn307view4"},{"id":"mx-24","title":"Mecanismos de difusión de drones agrícolas en México","url":"https://repositorio.chapingo.edu.mx/items/406cfb18-0312-436f-8e45-28fbdd865d02","publisher":"Universidad Autónoma Chapingo","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","industry","smallholders"],"summaryJa":"10件の聞き取りで輸入業者、販売店、請負業者、資材販売との組み合わせを分析した修士研究。小規模農家の採算障壁に対し、機体販売だけでなく作業サービスによる普及を提案しとる。","summaryEn":"A ten-interview master’s study examines importers, distributors, drone service providers and input sellers, proposing service access to address smallholder affordability barriers.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn310view0"},{"id":"mx-25","title":"Agricultura de precisión con Dron","url":"https://ruts.hidalgo.gob.mx/ver/9982","publisher":"Gobierno del Estado de Hidalgo","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","services","operations"],"summaryJa":"イダルゴ州の散布サービス案内。訓練済みの人員と機体を提供し、農家は散布する資材を用意する仕組みじゃ。機体保有と作業利用を分けて考える実例になる。","summaryEn":"Hidalgo’s service registry describes drone spraying with a trained operator, while participating farmers supply the application product—a concrete service-access model.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn310view1"},{"id":"mx-26","title":"Farmers, environment, and carbon markets to profit from more precise fertilizer management, study shows","url":"https://www.cimmyt.org/news/farmers-environment-and-carbon-markets-to-profit-from-more-precise-fertilizer-management-study-shows/","publisher":"CIMMYT","language":"en","country":"MX","publishedDate":"2018-04-24","accessedDate":"2026-10-30","topics":["fertilizer","economics","sensing"],"summaryJa":"ヤキ渓谷で窒素施肥の経済最適点と排出を分析し、別途ドローン搭載センサーによる施肥助言も紹介しとる。施肥削減の研究結果すべてをドローン単独の効果と扱わんことが大切じゃ。","summaryEn":"CIMMYT reports nitrogen economics and emissions research in the Yaqui Valley alongside drone-supported fertilizer advice. The fertilizer trial’s benefits should not all be attributed to drones.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn310view2"},{"id":"mx-27","title":"Acuerdo por el que se modifica el diverso por el que se dan a conocer las Reglas de Operación del Programa de Abasto Rural, para el ejercicio fiscal 2026","url":"https://dof.gob.mx/abrirPDF.php?anio=2026&archivo=24042026-VES.pdf&repo=","publisher":"Diario Oficial de la Federación","language":"es","country":"MX","publishedDate":"2026-04-24","accessedDate":"2026-10-30","topics":["policy","services","smallholders"],"summaryJa":"2026年の農村支援制度は対象となるミルパ共同体への地形・生育マップや散布サービスを規定する。散布資材は生産者負担で、利用条件のある制度じゃ。全国の農家への無条件給付とは違う。","summaryEn":"The 2026 rural supply program rules define mapping and application services for eligible milpa communities. Producers supply inputs; this is a conditional program provision, not universal free access.","verification":"read","readScope":"retrieved-article-content","sourceType":"government","rankingEvidence":null,"ref":"turn312view0"},{"id":"mx-28","title":"High Throughput Field Phenotyping for Plant Height Using UAV-Based RGB Imagery in Wheat Breeding Lines: Feasibility and Validation","url":"https://www.frontiersin.org/journals/plant-science/articles/10.3389/fpls.2021.591587/full","publisher":"Frontiers in Plant Science / CIMMYT","language":"en","country":"MX","publishedDate":"2021-02-16","accessedDate":"2026-10-30","topics":["sensing","breeding","calibration"],"summaryJa":"メキシコのコムギ育種で、RGB画像から3次元の草丈を測る手順を2年間検証した。生育段階や画像処理条件で精度が変わるため、相関が高いという一言だけで評価せんのじゃ。","summaryEn":"A two-year Mexican wheat study validates RGB-based 3D crop height estimation. Performance varies by growth stage and processing choices, so a single correlation metric is insufficient.","verification":"read","readScope":"retrieved-article-content","sourceType":"research-institution","rankingEvidence":null,"ref":"turn314view1"},{"id":"mx-29","title":"Fast analysis of plant health, plant count and nitrogen status using drones","url":"https://indianjournals.com/article/rcr-21-1-013","publisher":"Research on Crops / Universidad Autónoma Chapingo","language":"en","country":"MX","publishedDate":"2020-04-18","accessedDate":"2026-10-30","topics":["sensing","nitrogen","platform"],"summaryJa":"チャピンゴの研究者によるトウモロコシの生育・株数・窒素状態の分析例。圃場全体を一律に扱わず、問題のある場所を絞って管理する考え方を示す。要旨確認で、一般化には追加検証が必要じゃ。","summaryEn":"Chapingo researchers demonstrate drone analysis of maize health, plant count and nitrogen status to locate management zones. This record is based on the abstract, not an independent assessment of generalizability.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn314view2"},{"id":"mx-30","title":"Modelos de negocio de empresas de drones en la agricultura en México","url":"https://repositorio.chapingo.edu.mx/items/45170237-374c-4e48-99d0-04bd86632fb0/full","publisher":"Universidad Autónoma Chapingo","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","platform"],"summaryJa":"2024年の修士研究は販売、作業・貸出、保守修理、総合サービスの事業モデルを比較した。農家が理解できる案内や訓練、修理網、データの扱いまで含めて普及を設計する必要があるんじゃ。","summaryEn":"A 2024 master’s study compares sales, service/rental, repair and integrated business models, identifying training, support networks, understandable information and data governance as adoption considerations.","verification":"read","readScope":"abstract-or-catalog","sourceType":"research-institution","rankingEvidence":null,"ref":"turn315view0"}],"unverifiedCandidates":[{"id":"mx-candidate-02","title":"Drones para la dispersión de semillas","url":"https://www.gob.mx/inifap/prensa/drones-para-la-dispersion-de-semillas?idiom=es","publisher":"INIFAP","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding"],"summaryJa":"検索本文ではチアパスでの種子散布実演と校正を紹介。元ページ取得は403で、本文確認待ち。","summaryEn":"Indexed text describes seed-dispersal demonstration and calibration in Chiapas; direct page retrieval returned 403.","verification":"search-only","sourceType":"research-institution","rankingEvidence":null,"ref":"turn38search0","readScope":"search-excerpt"},{"id":"mx-candidate-03","title":"Sensores remotos y vehículos aéreos no tripulados y sus aplicaciones en la agricultura","url":"https://www.gob.mx/inifap/articulos/sensores-remotos-y-vehiculos-aereos-no-tripulados-y-sus-aplicaciones-en-la-agricultura?idiom=es","publisher":"INIFAP","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"水・土壌・樹木の状態把握に関する研究紹介の候補。元ページ取得は403。","summaryEn":"Candidate research explainer on water, soil and tree monitoring; direct retrieval returned 403.","verification":"search-only","sourceType":"research-institution","rankingEvidence":null,"ref":"turn38search1","readScope":"search-excerpt"},{"id":"mx-candidate-04","title":"Drones en el sector agroindustrial","url":"https://www.gob.mx/inifap/prensa/drones-en-el-sector-agroindustrial?idiom=es","publisher":"INIFAP","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"水分・養分状態の解析と用途別の機体選択に関する候補。元ページ取得は403。","summaryEn":"Candidate explainer on moisture/nutrient analysis and purpose-specific aircraft selection; retrieval returned 403.","verification":"search-only","sourceType":"research-institution","rankingEvidence":null,"ref":"turn38search2","readScope":"search-excerpt"},{"id":"mx-candidate-05","title":"Drones, una tecnología de mapeo, vigilancia y monitoreo en el campo","url":"https://www.gob.mx/inifap/prensa/drones-una-tecnologia-de-mapeo-vigilancia-y-monitoreo-en-el-campo","publisher":"INIFAP","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"研究者・事業者・農家の対話を掲載した候補。元ページ取得は403で、事業者の性能発言は未検証。","summaryEn":"Candidate account of researcher, supplier and farmer discussion; direct retrieval returned 403 and supplier performance claims are unverified.","verification":"search-only","sourceType":"research-institution","rankingEvidence":null,"ref":"turn38search3","readScope":"search-excerpt"},{"id":"mx-candidate-06","title":"El auge de la agricultura inteligente: explorando las aplicaciones de drones","url":"https://www.gob.mx/inifap/articulos/el-auge-de-la-agricultura-inteligente-explorando-las-aplicaciones-de-drones","publisher":"INIFAP","language":"es","country":"MX","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"ドローン画像と機械学習による窒素推定の研究候補。本文と評価指標の確認が必要。","summaryEn":"Candidate research on drone imagery and machine-learning nitrogen estimation; full methods and metrics need checking.","verification":"search-only","sourceType":"research-institution","rankingEvidence":null,"ref":"turn26search29","readScope":"search-excerpt"}],"researchNotesJa":"30件は出典本文または要旨・書誌を開いて確認した選定資料じゃ。閲覧順位の公開監査データは確認できていない。追加候補5件は政府ページが403応答のため、採用資料と分けて保持しとる。","researchNotesEn":"The 30 selected records were opened as article content or explicitly labeled abstracts/catalog records. Auditable readership rankings were not established. Five additional government-page candidates returned 403 and are retained separately."},{"code":"GB","nameJa":"英国","nameEn":"United Kingdom","region":"Europe","summaryJa":"観測・自動巡回から価値を出し、散布は農薬制度と航空制度を分けて判断する。大規模・分散圃場では移動時間の削減と農学的判断への接続が焦点。","summaryEn":"Build value through monitoring and scouting; assess spraying under separate pesticide and aviation regimes. Travel time and agronomic decisions matter on dispersed farms.","historyJa":"Rothamstedは2014年からドローン表現型計測を実施。2016–2017年のHands Free Hectareは無人の播種・管理・収穫とドローン採穂を組み合わせた。","historyEn":"Rothamsted has used UAV phenotyping since 2014. Hands Free Hectare combined remote crop operations and drone sampling during the 2016–2017 cropping year.","prioritiesJa":["撮影後に農学者が判断できる報告","購入・委託を年間稼働日で比較","試験許可と商業散布承認を区別"],"prioritiesEn":["Actionable agronomist reports","Compare ownership with services by annual utilisation","Separate trial permits from commercial spraying"],"rankingStatus":"not-verifiable","sources":[{"id":"gb-01","title":"Aerial spraying permit arrangements","url":"https://www.hse.gov.uk/pesticides/using-pesticides/general/aerial-spraying.htm","publisher":"HSE","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","regulation","operations"],"summaryJa":"商業的な農薬ドローン散布の承認と試験許可を区別。航空側の許可、散布ごとの許可、作業者資格、装置検査が別々に必要となる仕組みを確認できる。","summaryEn":"Distinguishes commercial authorisation from limited trials and describes separate aviation, spray-operation, operator and equipment requirements.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn15view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-02","title":"Hands Free Hectare","url":"https://www.harper-adams.ac.uk/research/project/196/hands-free-hectare","publisher":"Harper Adams University","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","platform","automation"],"summaryJa":"ドローン分野のオープンなGNSS自律航法技術を既存農機へ移植した研究。専用機開発以外の自動化経路を示す。","summaryEn":"Research adapting open-source drone navigation to existing farm machinery illustrates a route to automation beyond purpose-built machines.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-03","title":"In-field phenotyping and field scanalyzer","url":"https://www.rothamsted.ac.uk/facilities-and-resources/field-phenotyping-and-field-scanalyzer","publisher":"Rothamsted Research","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","history"],"summaryJa":"RGB、マルチスペクトル、ハイパースペクトル、熱画像と地上計測を組み合わせる。撮影から小区画データ抽出までの処理系が価値の核。","summaryEn":"Combines RGB, multispectral, hyperspectral and thermal imaging with ground truth; data pipelines convert flights into plot measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-04","title":"An Introduction to drones for forestry and farmland","url":"https://www.sruc.ac.uk/short-courses-and-professional-development/an-introduction-to-drones-for-forestry-and-farmland/","publisher":"SRUC","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","operations","sensing"],"summaryJa":"飛行だけでなく画像解釈、家畜確認、農地地図、安全な帰還までを教育対象とする。用途紹介は個別の散布許可を意味しない。","summaryEn":"Training connects flight skills to image interpretation, livestock checks, mapping and recovery. Application examples do not constitute spraying permission.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-05","title":"The Hands Free Hectare project","url":"https://www.harper-adams.ac.uk/news/203518/the-hands-free-hectare-project","publisher":"Harper Adams University","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","logistics","automation"],"summaryJa":"2017年の播種からドローン採穂、収穫、複数車両運用への発展を追う。悪天候や圃場形状が実証の難所だった。","summaryEn":"Documents 2017 sowing, drone sampling and progression toward fleet operations, including weather and irregular-field challenges.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-06","title":"Hands Free Hectare 2: Autonomous farming machinery for cereals production","url":"https://ahdb.org.uk/hands-free-hectare-2-autonomous-farming-machinery-for-cereals-production","publisher":"AHDB","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","automation","economics"],"summaryJa":"初年度の実証から操舵・被覆精度を改良した追跡資料。人の介入が残る段階と改善成果を分けて読める。","summaryEn":"Follow-up documents navigation and coverage improvements while acknowledging remaining manual intervention.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-07","title":"Drones take carbon project to next level","url":"https://sruc-web.euwest01.umbraco.io/all-news/drones-take-carbon-project-to-next-level/","publisher":"SRUC","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","carbon","case-study"],"summaryJa":"農場の生垣・樹木をLiDARで測り土壌分析と合わせて炭素蓄積を推定する事例。空中計測のみで全炭素を測るわけではない。","summaryEn":"LiDAR measurements of hedges and trees are combined with soil analysis to estimate farm carbon stocks.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-08","title":"Written question 191518: aerial pesticide application","url":"https://questions-statements.parliament.uk/written-questions/detail/2023-06-28/191518/","publisher":"UK Parliament","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation","spraying"],"summaryJa":"2023年の政府答弁はドローン農薬散布を航空散布として扱い、ドリフトなどの評価を必要としていた。現行運用は最新HSE資料で確認。","summaryEn":"A 2023 government answer records drone spraying as aerial application requiring risk assessment; current details must come from HSE.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn15view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-09","title":"The use case for drones in UK agriculture","url":"https://cp.catapult.org.uk/wp-content/uploads/2022/03/DronesInUKAgriculture_CaseStudy_2022.pdf","publisher":"Connected Places Catapult","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","spraying"],"summaryJa":"2022年の実装課題をまとめた報告。曝露、ドリフト、薬効のデータ不足が制度整備を遅らせる構造を説明する。","summaryEn":"A 2022 report describes evidence gaps in exposure, drift and efficacy that limited adoption and regulatory assessment.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn15view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-10","title":"CAP 722: Unmanned Aircraft System Operations in UK Airspace","url":"https://www.caa.co.uk/data-and-publications/publications/documents/content/cap-722/","publisher":"UK CAA","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"英国UAS運航の公式指針。農薬制度とは別に航空側の運航条件を確かめる入口。","summaryEn":"Official UAS operating guidance, to be checked separately from pesticide rules.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn121view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-11","title":"FETF 2026: productivity items and specifications","url":"https://www.gov.uk/government/publications/farming-equipment-and-technology-fund-fetf-2026-closed/productivity-items-and-specifications-farming-equipment-and-technology-fund-fetf-2026","publisher":"DEFRA","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","regulation"],"summaryJa":"2026年の終了済み助成制度では対象ドローンの用途・電池・資格条件を指定。助成対象であることは農薬散布の許可ではない。","summaryEn":"The closed 2026 grant scheme specifies drone uses, batteries and qualifications; eligibility is not pesticide authorisation.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn121view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-12","title":"Advancing airborne autonomy","url":"https://assets.publishing.service.gov.uk/media/62d52e158fa8f50c08c53382/drone-ambition-statement.pdf","publisher":"UK Government","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry","platform"],"summaryJa":"農業の観測・種播き・重運搬等を扱う2022年の政策展望。2030年への期待は実現済みの能力と区別して読む。","summaryEn":"A 2022 policy vision discusses agricultural sensing, seeding and heavier drones; its 2030 expectations are not achieved capabilities.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn121view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-13","title":"Nitrogen for Wheat","url":"https://droneag.atlassian.net/wiki/spaces/SS/pages/1646755850/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","analytics","case-study"],"summaryJa":"冬小麦でGAIと土壌窒素検査を併用したメーカー掲載事例。節減額は農場・年・価格に依存し一般保証ではない。","summaryEn":"Vendor case study combines GAI with soil nitrogen tests in wheat; savings are farm-, year- and price-dependent.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-14","title":"Using Skippy Scout for Pesticide guidance","url":"https://droneag.atlassian.net/wiki/spaces/SS/pages/1650884609/Using%2BSkippy%2BScout%2Bfor%2BPesticide%2Bguidance","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","operations"],"summaryJa":"雑草の全体分布から近接画像による確認へ進む操作ガイド。薬剤選択・散布条件は農学的判断と法令確認が必要。","summaryEn":"Vendor workflow moves from weed overview maps to close-up confirmation; treatment decisions still require agronomy and legal checks.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-15","title":"Using Skippy Scout for Nitrogen guidance","url":"https://droneag.atlassian.net/wiki/spaces/SS/pages/1650393092/Using%2BSkippy%2BScout%2Bfor%2BNitrogen%2Bguidance","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","fertiliser","platform"],"summaryJa":"衛星・土壌・収量地図から撮影地点を選び、GAIで施肥判断を支える手順。単一指標だけで窒素量を決めない。","summaryEn":"A vendor guide uses satellite, soil and yield maps to place scouting points and inform nitrogen decisions with GAI.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-16","title":"Monitoring Mountfair Wheat Trials 2020","url":"https://droneag.farm/monitoring-mountfair-wheat-trials-2020/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","case-study"],"summaryJa":"通常RGBの広域地図では後期病害の把握に限界があり、葉に近い画像で補った実例。撮影尺度の設計が重要。","summaryEn":"A trial account reports limits of broad RGB mapping for late disease and the value of closer leaf-level images.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-17","title":"Skippy Scout features","url":"https://www.skippy.farm/features/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","platform","interface"],"summaryJa":"農家向けに画像を作物・雑草・走行跡・処方グリッドへ変換する現行機能説明。掲載効果はメーカー主張として扱う。","summaryEn":"Current vendor features translate images into crop, weed, tramline and prescription layers; performance statements are vendor claims.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-18","title":"Automated Potato Scouting by Drone","url":"https://www.skippy.farm/potatoes/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","interface","case-study"],"summaryJa":"ジャガイモの株数、被覆、ばらつき、要注意箇所を短い報告にまとめる商品例。現場向け指標設計を学べる。","summaryEn":"A product example turns potato observations into plant counts, cover, variation and suspect-area reports.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-19","title":"Automated drone scouting with any map","url":"https://www.skippy.farm/automated-drone-scouting-with-any-map/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","platform","operations"],"summaryJa":"既存の紙・デジタル地図から巡回地点を設定する歴史的機能紹介。現在の資格要件は記事中の古い説明に依存しない。","summaryEn":"A historical feature uses existing maps to define repeatable scouting points; older licensing statements require current verification.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn121view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-20","title":"Skippy Scout documentation","url":"https://droneag.atlassian.net/wiki/spaces/SS/overview?homepageId=1646133554","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","operations","training"],"summaryJa":"利用開始、機材、ケーススタディ、操作説明をまとめた公開文書。機体だけでなく作業手順の支援がサービス価値になる。","summaryEn":"Public onboarding and workflow documentation demonstrates the role of operational support beyond the aircraft.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn127view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-21","title":"Crop Hopping Drone App helping to monitor arable fields","url":"https://www.daera-ni.gov.uk/news/crop-hopping-drone-app-helping-monitor-arable-fields","publisher":"DAERA Northern Ireland","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","analytics","history"],"summaryJa":"北アイルランドの指導員が巡回地点を繰り返し観測する運用を紹介。ドローンは地上での確認を完全には置き換えない。","summaryEn":"An adviser describes repeat-point scouting and explicitly retains the need for boots-on-the-ground inspection.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn127view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-22","title":"Agrii’s expertise in an autonomously grown parsnip crop","url":"https://journal.agrii.co.uk/agriis-expertise-utilised-in-the-worlds-first-autonomously-grown-parsnip-crop/","publisher":"Agrii","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","automation","platform"],"summaryJa":"パースニップ栽培で地上ロボットと空中観測を組み合わせる実施者報告。散布に関する企業説明は最新HSE規則で照合する。","summaryEn":"An operator account links ground robots and aerial scouting in parsnips; spraying statements must be checked against HSE guidance.","verification":"read","sourceType":"operator","rankingEvidence":null,"ref":"turn127view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-23","title":"New drone technology revolutionises crop walking","url":"https://www.skippy.farm/new-drone-technology-revolutionises-crop-walking/","publisher":"Drone Ag","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","interface","industry"],"summaryJa":"2020年公開予定として案内された巡回アプリの初期構想。地点指定・画像解析・年次比較を農家の電話上にまとめる。","summaryEn":"An early 2020 launch announcement connects point selection, image analysis and year-to-year comparison on a farmer’s phone.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn127view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-24","title":"Drone Ag on the challenges of time","url":"https://www.agri-tech-e.co.uk/alex-macdonald-smith-drone-ag-on-the-challenges-of-time/","publisher":"Agri-TechE","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","operations"],"summaryJa":"開発企業への取材は、巡回不足を生む時間制約を課題に挙げる。飛行速度より見落としを減らす運用が事業価値。","summaryEn":"A developer interview identifies time pressure and incomplete scouting as adoption drivers.","verification":"read","sourceType":"interview","rankingEvidence":null,"ref":"turn127view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-25","title":"Evaluating UAS for mapping weeds at field scales: Alopecurus myosuroides","url":"https://doi.org/10.1111/wre.12275","publisher":"Weed Research / University of Sheffield authors","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["research","analytics","sensing"],"summaryJa":"ブラックグラスの圃場地図を実測と比較する研究。データ量より密度との対応、条件変化への校正が重要。","summaryEn":"A field-scale blackgrass study assesses correspondence with ground observations and robustness to observation conditions.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn127view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-26","title":"Drone imagery of potato field trials","url":"https://pure.sruc.ac.uk/ws/files/18192005/SACAPP_2019_DroneTrialsPotatoes.pdf","publisher":"SRUC","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","research","history"],"summaryJa":"ジャガイモ試験区の生育記録に市販機を使う研究ポスター。季節を通じた比較可能な画像取得を示す。","summaryEn":"A research poster uses commercially available drones to build seasonal records of potato plots.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn127view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-27","title":"Catalysing the transition to net zero food production","url":"https://www.ukri.org/wp-content/uploads/2023/07/IUK-100723-CatalysingTransitionNetZeroFoodProductionProjectsFromTransformingFoodProductionChallenge.pdf","publisher":"UKRI / Innovate UK","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","investment","automation"],"summaryJa":"食品生産の自動化研究群をまとめる2023年報告。検出から選択的処理までの連結を投資・実装の文脈で追える。","summaryEn":"A 2023 funded-project report places sensing and selective intervention within food-production innovation.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn127view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-28","title":"FAQ Agricultural, Horticultural and Amenity Use of Pesticides","url":"https://www.hse.gov.uk/pesticides/using-pesticides/general/faq-agricultural-use-of-pesticides.htm","publisher":"HSE","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","training"],"summaryJa":"専門利用者の資格と航空散布の許可制度を説明。操縦ができることと農薬を使えることは別の要件。","summaryEn":"Explains professional pesticide certification and aerial-spraying permits, distinct from piloting competence.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn127view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-29","title":"Using, Storing and Disposing of Plant Protection Products","url":"https://www.hse.gov.uk/pesticides/using-pesticides/overview.htm","publisher":"HSE","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","regulation","spraying"],"summaryJa":"使用、保管、廃棄、装置検査、統合的防除を一体で扱う。液剤交換や清掃を含む地上工程の基礎。","summaryEn":"Connects use, storage, disposal, equipment tests and integrated control, informing the ground-handling workflow.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn127view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"gb-30","title":"Lessons to be learned in adoption of autonomous equipment for field crops","url":"https://doi.org/10.1002/aepp.13177","publisher":"Applied Economic Perspectives and Policy","language":"en","country":"GB","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","industry","research"],"summaryJa":"英国の例で自律農機の規制が経営規模・組織に与える影響を分析。自動操舵と無人運用の差を明確にする。","summaryEn":"Uses a UK example to examine how autonomy regulation affects farm organisation and scale, distinguishing autosteer from autonomy.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn127view10","readScope":"Retrieved source text; exact review extent was not recorded."}]},{"code":"FR","nameJa":"フランス","nameEn":"France","region":"Europe","summaryJa":"急斜面ブドウ園での作業者負担軽減と、表現型計測のデータ基盤が特徴。2026年の限定的な散布制度を、対象作物・薬剤・圃場条件まで確認する。","summaryEn":"Steep-vineyard operations and phenotyping infrastructure are prominent. The limited 2026 spraying framework requires crop-, product- and site-specific checks.","historyJa":"2013年の精密ブドウ栽培導入事例、2010年代のPHENOME基盤、2019年開始のPulvéDrone評価から、2025年法と2026年実施制度へ進んだ。","historyEn":"Examples span 2013 precision-viticulture adoption, 2010s PHENOME infrastructure, the 2019 PulvéDrone project and the 2025 law with 2026 implementation.","prioritiesJa":["タンク補充と漏出受けを離着陸場と一体設計","葉面・房への到達性を実測","4P・PHISのように観測と実験条件を接続"],"prioritiesEn":["Design refill and containment with the launch area","Measure deposition on leaves and bunches","Connect observations with experimental metadata"],"rankingStatus":"not-verifiable","sources":[{"id":"fr-01","title":"Projet PulvéDrone : étude sur la faisabilité de la pulvérisation par drone","url":"https://www.inrae.fr/actualites/projet-pulvedrone-etude-faisabilite-pulverisation-drone","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","spraying","operations"],"summaryJa":"2019年開始のPulvéDroneは急斜面での散布技術・環境性能を評価。作業者リスク軽減と薬液の到達品質を両立させる研究。","summaryEn":"PulvéDrone began in 2019 to evaluate technical and environmental spraying performance on steep terrain.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-02","title":"Pulvérisation par voie aérienne des produits phytopharmaceutiques","url":"https://agriculture.gouv.fr/pulverisation-par-voie-aerienne-des-produits-phytopharmaceutiques","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying"],"summaryJa":"航空散布の原則禁止と例外制度を整理。2025年法と2026年運用により対象圃場・製品・プログラム承認を条件にドローン利用が認められる。","summaryEn":"Explains the aerial-spraying prohibition and exceptions, including conditional drone programmes under the 2025 law and 2026 implementation.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn31view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-03","title":"Protection des cultures : textes autorisant l’utilisation de drones","url":"https://agriculture.gouv.fr/protection-des-cultures-publication-des-textes-autorisant-lutilisation-de-drones-pour-lapplication","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","industry","spraying"],"summaryJa":"2026年施行文書の解説。対象は特定の低リスク等製品と急斜面・バナナ・台木母樹園などに限定され、全国一律の自由化ではない。","summaryEn":"Explains 2026 implementing measures limited to selected products and situations, rather than a general authorisation to spray.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn31view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-04","title":"Le point sur la pulvérisation par drone en viticulture","url":"https://www.vignevin.com/article/le-point-sur-la-pulverisation-par-drone-en-viticulture/","publisher":"Institut Français de la Vigne et du Vin","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying","economics"],"summaryJa":"離着陸場、移動タンク、漏出受け、危険箇所確認、教育を先に設計する必要を示す。機械進入が難しいブドウ畑での適性を検討。","summaryEn":"Shows why landing areas, mobile refill tanks, spill containment, risk mapping and training must be designed before vineyard deployment.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-05","title":"Phénotypage au champ","url":"https://phenotoul.hub.inrae.fr/l-offre-de-phenotypage/phenotypage-au-champ","publisher":"INRAE Phenotoul","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","platform"],"summaryJa":"試験計画、ドローン・地上ロボット計測、画像前処理、ラベル付け、解析を連続したサービスとして整理。","summaryEn":"Connects experimental design, aerial and ground acquisition, preprocessing, labelling and analysis in a single research workflow.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-06","title":"Instruction DGAL/SAS/2026-315: réduction de la dérive","url":"https://info.agriculture.gouv.fr/boagri/instruction-2026-315","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying","drift"],"summaryJa":"ドローン散布でドリフトを低減する装置リストと追加掲載手続きを定める2026年通知。機体の承認と散布装置評価は区別して確認する。","summaryEn":"A 2026 instruction sets out drift-reducing equipment and a procedure for adding devices to the list.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn31view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-07","title":"Phénome-Emphasis","url":"https://ueapc.toulouse.hub.inrae.fr/quelques-projets/phenotypage-haut-debit-phd/phenome-emphasis","publisher":"INRAE UE APC","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","analytics","history"],"summaryJa":"ドローンと地上ロボットを4P画像処理基盤・PHIS情報系につなぐ。観測機体よりデータ連携が重要になる事例。","summaryEn":"Links drones and ground robots to the 4P processing platform and PHIS information system.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-08","title":"Les drones au service de l’expérimentation agricole","url":"https://www.arvalis.fr/infos-techniques/les-drones-au-service-de-lexperimentation-agricole","publisher":"ARVALIS","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","history","analytics"],"summaryJa":"小区画の品種試験で必要な頻度・解像度に合わせたマルチスペクトル機を紹介。衛星とドローンの役割分担を示す。","summaryEn":"Describes multispectral UAV sensing tailored to the resolution and revisit needs of small-plot variety trials.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-09","title":"Plateforme DiaPhen","url":"https://diascope.isc.inrae.fr/dispositifs-experimentaux-et-equipements/plateformes/plateforme-diaphen","publisher":"INRAE DiaScope","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","sensing","platform"],"summaryJa":"土壌・気象・水ストレスの計測と高頻度表現型計測を統合。植物の差を画像だけで説明しない研究設計。","summaryEn":"Integrates soil, climate and water-stress measurements with phenotyping to interpret crop variation beyond imagery alone.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view11","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-10","title":"Arnaud Delaherche : Les technologies ont changé notre métier","url":"https://www.inrae.fr/actualites/dossier-teledetection-arnaud-delaherche-salarie-viticole","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","case-study","sensing"],"summaryJa":"2013年に精密ブドウ栽培を導入した農場の証言。樹勢地図から排水・病害検出へ用途が拡張した経緯を追う。","summaryEn":"A vineyard account traces adoption from 2013 vigour mapping toward drainage analysis and disease observation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view13","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-11","title":"Trois jeunes pousses de la précision","url":"https://www.inrae.fr/actualites/dossier-teledetection-trois-jeunes-pousses","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry","analytics"],"summaryJa":"ChouetteやHiphenの成立を紹介し、観測の場所だけでなく意思決定の時機と経済価値が重要と論じる。","summaryEn":"Profiles precision-agriculture businesses and emphasises timing and economic value alongside spatial measurement.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn31view14","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-12","title":"L’œil numérique à l’affût des cultures","url":"https://www.inrae.fr/actualites/dossier-teledetection-oeil-numerique","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","principles"],"summaryJa":"衛星の広域反復観測と近接・ドローンの細密観測を組み合わせる考え方。観測モデルを実測と照合する必要を論じる。","summaryEn":"Explains complementary satellite and close-range observation and the need to compare models with measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn157view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-13","title":"Satellites, drones, capteurs, robots: les nouveaux outils de l’agriculture","url":"https://www.inrae.fr/actualites/dossier-teledetections","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry","analytics"],"summaryJa":"2019年の技術転換を扱う特集。普及率など当時の記述を現在値に置き換えず、価値検証の歴史として読む。","summaryEn":"A 2019 feature frames the transition to digital observation; historical adoption figures are not current estimates.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn157view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-14","title":"Survol des drones à INRAE — réseau Télédétection","url":"https://reseau-drone.hub.inrae.fr/actualites/webinaire-du-reseau-teledetection-survol-des-drones-a-inrae","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","training","operations"],"summaryJa":"研究所内の操縦者とデータ利用者の連携を紹介するウェビナー概要。運航と解析の組織設計に役立つ。","summaryEn":"Webinar description covers coordination between institutional pilots and data users.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn157view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-15","title":"Semis de couvert végétal par drone","url":"https://www.ufaavignon.fr/2023/07/02/semis-de-couvert-vegetal-par-drone/","publisher":"UFA Avignon","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","operations","history"],"summaryJa":"2022年実演では風で播種を中断した。播種後の砕土・鎮圧など地上作業と再実施計画までが一つの工程。","summaryEn":"A 2022 demonstration paused seeding when wind increased, illustrating the need for ground follow-up and rescheduling.","verification":"read","sourceType":"education","rankingEvidence":null,"ref":"turn157view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-16","title":"Le développement de l’agriculture numérique en France","url":"https://agriculture.gouv.fr/le-developpement-de-lagriculture-numerique-en-france","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","investment"],"summaryJa":"2026年の政策分析は機械、ソフト、AgriTech、助言サービスを区別し、資金調達と導入の課題を整理する。","summaryEn":"A 2026 policy analysis separates equipment, software, AgriTech and advisory services while examining financing and adoption.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn157view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-17","title":"Lancement d’une expérimentation pour épandre des traitements biologiques par drone","url":"https://agriculture.gouv.fr/lancement-dune-experimentation-pour-epandre-des-traitements-biologiques-par-drone","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation","spraying"],"summaryJa":"2019年の3年間実験開始を記録。対象は当時30%以上の斜面等であり、現在の制度とは分けて扱う。","summaryEn":"Records the 2019 three-year trial framework with then-applicable slope criteria, distinct from current rules.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn157view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-18","title":"ANSES note 2022-AST-0026 on drone spraying experiments","url":"https://www.anses.fr/system/files/PHYTO2022AST0026.pdf","publisher":"ANSES","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","drift","research"],"summaryJa":"ドリフトと葉面内の付着むらを評価する重要資料候補。検索抄録を確認したがPDFが403のため全文確認は未完了。","summaryEn":"Key candidate assessment of drift and canopy deposition; search excerpts were retrieved but PDF access was denied.","verification":"unavailable","sourceType":"government","rankingEvidence":null,"ref":"turn156search43","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"id":"fr-19","title":"Loi 2025-365 — exposé des motifs","url":"https://www.legifrance.gouv.fr/dossierlegislatif/JORFDOLE000051045060/?detailId=&detailType=EXPOSE_MOTIFS","publisher":"Légifrance / Vie publique","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation"],"summaryJa":"2025年法の立法趣旨を扱う資料候補。検索本文は確認できたがページのリダイレクト先に本文がなく精読未完了。","summaryEn":"Candidate legislative rationale for the 2025 law; search content was available but the redirected page had no readable body.","verification":"search-only","sourceType":"government","rankingEvidence":null,"ref":"turn156search0","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"id":"fr-20","title":"Arrêté du 26 août 2019: expérimentation drone","url":"https://www.legifrance.gouv.fr/loda/id/JORFTEXT000039191505/2026-03-05","publisher":"Légifrance","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation"],"summaryJa":"2019年実験の条件を定めた原文。現行法の代用ではなく、どの条件を検証してきたかを確認する制度史資料。","summaryEn":"Original conditions of the 2019 experiment, retained as regulatory history rather than current operating permission.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn157view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-21","title":"Autorisation des programmes d’application par drone — Réunion","url":"https://daaf.reunion.agriculture.gouv.fr/autorisation-des-programmes-d-application-de-produits-phytosanitaires-par-drone-a4221.html","publisher":"DAAF Réunion","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"地域窓口の申請・検査・年次報告を整理。国の制度を圃場ごとの実施手順に落とし込む資料。","summaryEn":"Regional guidance translates the national framework into applications, inspections and reporting.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn157view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-22","title":"Demande d’autorisation pour un programme d’application à titre d’essais par drone","url":"https://demarche.numerique.gouv.fr/commencer/demande-autorisation-programme-essai-drone","publisher":"Administration française","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations","experiments"],"summaryJa":"通常利用の対象外となる作物等の試験用申請を説明する公開案内。農業技術機関の責任、Certiphyto、DSACの運航許可、機器点検などが別の確認項目になる。","summaryEn":"Public guidance for experimental programmes outside the routine eligible crop situations lists technical-institute responsibility, Certiphyto, DSAC operational approval and equipment inspection.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn263view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-23","title":"Expérimentation de pulvérisation par drone : absence de textes d’application","url":"https://questions.assemblee-nationale.fr/q17/17-11848QE.htm","publisher":"Assemblée nationale","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation","investment"],"summaryJa":"2025年末時点で施行文書の遅れを問う議会質問。法案・機材投資・実施可能時期がずれる産業上の課題を示す歴史資料で、2026年の最新制度は別途確認する。","summaryEn":"Parliamentary question records late-2025 implementation delays, illustrating gaps between legislation, equipment investment and operational readiness; it is historical context, not the current legal position.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn263view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-24","title":"COMPTE : calcul du peuplement automatisé","url":"https://ueapc.toulouse.hub.inrae.fr/quelques-projets/phenotypage-haut-debit-phd/compte","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","platform"],"summaryJa":"トウモロコシ、ヒマワリ、大豆、ソルガムの株数をドローン画像から測る開発。画像注釈と共有処理基盤4Pへつなぎ、再利用できる解析を目指す。","summaryEn":"Develops drone-based stand counts for maize, sunflower, soybean and sorghum, linking annotated images and prototype modules to the shared 4P phenotyping platform.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn267view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-25","title":"AgroPhen : installation technique de phénotypage en microparcelles","url":"https://ueapc.toulouse.hub.inrae.fr/nos-installations-techniques/agrophen","publisher":"INRAE","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform","workflow"],"summaryJa":"土壌センサー、地上ロボット、ドローンを組み合わせる試験基盤。飛行計画から前処理、注釈、機械学習、統計報告までを一続きのサービスとして捉える。","summaryEn":"Integrates soil sensors, ground robots and drones for field trials, with services spanning mission design, preprocessing, labelling, machine learning, statistics and reports.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn267view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-26","title":"Les drones : un vecteur de progrès pour l’agriculture ?","url":"https://www.arvalis.fr/sites/default/files/imported_files/commq_suite_au_collq_drones_sima240471402672932693.pdf","publisher":"ARVALIS","language":"fr","country":"FR","publishedDate":"2015-03-06","accessedDate":"2026-10-30","topics":["history","platform","decision-support"],"summaryJa":"2015年時点でドローン・航空機・衛星の補完関係を論じた資料。価値の中心は画像そのものより、土壌・品種・気象と合わせた検証済みの農学的助言にあると整理する。","summaryEn":"A 2015 analysis argues for complementary drones, aircraft and satellites and locates value in validated agronomic advice combining imagery with soil, variety and weather context.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn271view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-27","title":"Arbre de décision : utilisation des outils de phénotypage","url":"https://www.geves.fr/wp-content/uploads/Arbre-de-decision-utilisation-des-outils-de-phenotypage.pdf","publisher":"GEVES","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","phenotyping","tool-selection"],"summaryJa":"圃場規模、作物高、雑草、気象、操縦者教育などから観測手段を選ぶ判断図。高価な飛行機材を先に選ぶより、測りたい形質と作業条件を先に決める考え方に役立つ。","summaryEn":"Decision tree compares phenotyping tools by plot scale, crop height, weeds, weather, pilot training and accessibility, tying technology choice to measurement needs and field conditions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn271view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-28","title":"Pulvérisation par drone en viticulture et dérive aérienne","url":"https://www.vignevin.com/wp-content/uploads/2022/03/PosterPULVEDRONEderive.pdf","publisher":"Institut Français de la Vigne et du Vin","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","drift","validation"],"summaryJa":"PULVEDRONEの実験では、ノズルにより飛散の指標が大きく変わる。2019〜2021年の試験条件の結果として扱い、その数値や推奨をすべての機種・現場へ移さない。","summaryEn":"PULVEDRONE trials show strongly nozzle-dependent airborne drift. Findings and operational recommendations belong to the tested 2019–2021 context, not every drone and field configuration.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn271view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-29","title":"Consultation publique sur les programmes d’application par drone","url":"https://agriculture.gouv.fr/consultation-du-public-sur-un-projet-darrete-relatif-aux-conditions-dautorisation-de-programmes","publisher":"Ministère de l’Agriculture","language":"fr","country":"FR","publishedDate":"2026-05-21","accessedDate":"2026-10-30","topics":["regulation","governance","history"],"summaryJa":"2026年の制度設計における一般的な対象と試験枠の違いを説明。審査、操縦者、機体、健康・環境保護、結果の提出を一体で考える資料じゃ。","summaryEn":"2026 consultation explains the distinction between eligible routine situations and experimental programmes, including assessment, operators, aircraft, health/environment safeguards and reporting.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn271view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"fr-30","title":"Suites de l’expérimentation de pulvérisation par drone de produits phytopharmaceutiques","url":"https://www.senat.fr/questions/base/2022/qSEQ220700184.html","publisher":"Sénat","language":"fr","country":"FR","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation","safety"],"summaryJa":"2019〜2021年の急傾斜地試験後の政府回答。作業者保護への可能性と追加データの必要性が併記され、限定的な成果が制度へ移る過程を追える。","summaryEn":"Government response after the 2019–2021 steep-slope trials records both potential operator-protection benefits and the need for further evidence, tracing research-to-policy development.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn276view0","readScope":"Retrieved source text; exact review extent was not recorded."}]},{"code":"DE","nameJa":"ドイツ","nameEn":"Germany","region":"Europe","summaryJa":"急斜面ブドウ園の散布と、熱・スペクトル画像による病害・水ストレス把握が有力な調査領域。製品、装置、州の許可、航空法を別々に追う。","summaryEn":"Key research areas include steep-vineyard spraying and thermal or spectral crop monitoring. Track products, equipment, state approvals and aviation separately.","historyJa":"2017–2020年のブドウ水ストレス研究、2021年の急斜面散布制度説明、2024年以降のドリフト測定、2025年開始のDigi-Weinbauへと検証が積み重なる。","historyEn":"Evidence spans 2017–2020 water-stress research, 2021 steep-vineyard guidance, drift studies from 2024 and Digi-Weinbau from 2025.","prioritiesJa":["州別の申請要件を管理","全面積処理能力と採算を検証","防除効果が不足する時の地上作業を準備"],"prioritiesEn":["Track state-specific applications","Validate throughput and viability","Plan ground treatment when efficacy is insufficient"],"rankingStatus":"not-verifiable","sources":[{"id":"de-01","title":"Anwendung von Pflanzenschutzmitteln im Steillagenweinbau mit Drohnen","url":"https://www.julius-kuehn.de/at/aktuelles-at/n/anwendung-von-pflanzenschutzmitteln-im-steillagenweinbau-mit-unbemannten-luftfahrzeugen-drohnen","publisher":"JKI","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","history","spraying"],"summaryJa":"2021年の急斜面ブドウ園向け説明。製品の認可、散布装置の検査、州の許可、航空法の要件は別々である。","summaryEn":"A 2021 steep-vineyard note distinguishes product approval, equipment testing, state permission and aviation requirements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn58view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-02","title":"Digi-Weinbau","url":"https://www.julius-kuehn.de/ex_anwendung/FoPro/projectprofile.php?id=4027&lang=de","publisher":"JKI","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","economics"],"summaryJa":"ブドウ病害のドローン・衛星監視を統合する2025–2027年研究。検出可能性に加えて面積当たり処理能力と採算を検証する。","summaryEn":"A 2025–2027 project integrates UAV and satellite disease monitoring while testing throughput and economic feasibility.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn58view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-03","title":"LFZ (Drohne): Untersuchungen zum Luftfahrzeugeinsatz im Pflanzenschutz","url":"https://www.julius-kuehn.de/ex_anwendung/FoPro/projectprofile.php?id=3862&lang=de","publisher":"JKI","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["drift","spraying","research"],"summaryJa":"2024–2029年の研究は国際的な測定手順でドリフト基準データを作成する。飛行精度だけでは散布安全を証明できない。","summaryEn":"A 2024–2029 project develops spray-drift reference data using internationally coordinated protocols.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn58view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-04","title":"Genehmigungsverfahren nach § 18 Abs. 2 PflSchG","url":"https://www.lfl.bayern.de/ips/recht/345851/index.php","publisher":"Bayerische Landesanstalt für Landwirtschaft","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"バイエルンの航空散布申請要件。圃場管理者、運航会社、対象地などを整理して申請する必要を示す。","summaryEn":"Bavarian guidance explains who applies for aerial-spraying permission and what operational information is required.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn58view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-05","title":"Pflanzenschutztechnik","url":"https://lwg.bayern.de/weinbau/rebe_weinberg/098064/index.php","publisher":"LWG Bayern","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","spraying","economics"],"summaryJa":"急斜面での散布装置、作業者、防除効果を解説。高い病害圧では地上散布による補完が必要になる場合も示す。","summaryEn":"Vineyard guidance covers equipment, crews and efficacy, including potential need for ground treatments under high disease pressure.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn58view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-06","title":"Trockenstressbestimmung mittels Drohneneinsatz","url":"https://lwg.bayern.de/weinbau/rebe_weinberg/192006/index.php","publisher":"LWG Bayern","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","irrigation"],"summaryJa":"2017–2020年の熱画像研究。早朝の葉の水ポテンシャル測定を補う広域の水ストレス推定を検証。","summaryEn":"A 2017–2020 study tests thermal UAV sensing for vineyard water stress against established plant measurements.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn58view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-07","title":"Drohnen nutzen innerhalb der Gemeinsamen Agrarpolitik","url":"https://www.fueak.bayern.de/arbeitsfelder/drohnen-nutzen/index.html","publisher":"FüAk Bayern","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","governance","sensing"],"summaryJa":"農業補助金の面積確認や地形・災害計測への利用を整理。生産者向け測定と行政監査でデータ用途が異なる。","summaryEn":"Describes drones for CAP area monitoring, terrain and disaster assessments, illustrating administrative as well as farm uses.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn54search8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-08","title":"Jahresbericht 2025: Genehmigungsverfahren","url":"https://www.lfl.bayern.de/ips/ueberuns/393005/index.php","publisher":"Bayerische Landesanstalt für Landwirtschaft","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry","regulation"],"summaryJa":"2025年のバイエルン州許可実績を記録。州・年の限定付き実績を全国普及率へ拡大解釈しない。","summaryEn":"Records Bavarian drone-spraying permissions in 2025; regional approvals should not be extrapolated into national adoption rates.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn54search9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-09","title":"Pflanzenschutzmittel für die Anwendung mit unbemannten Luftfahrzeugen","url":"https://www.bvl.bund.de/SharedDocs/Downloads/04_Pflanzenschutzmittel/psm_drohnen.pdf?__blob=publicationFile&v=21","publisher":"BVL","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying"],"summaryJa":"2025年5月版の対象薬剤と条件。薬剤の有効期限、州の追加条件、航空規則を合わせて確認するための資料。","summaryEn":"The May 2025 list details eligible products and conditions, alongside state permissions and separate aviation rules.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn54search11","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-10","title":"Schutz vor Trockenheit: Drohnensaat sichert Restfeuchte im Boden","url":"https://llg.sachsen-anhalt.de/llg/service/pressemitteilungen/08-10-2026-aussaat-zwischenfruechte-mit-drohne","publisher":"LLG Sachsen-Anhalt","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","operations","case-study"],"summaryJa":"立毛中にカバークロップを播き、収穫残渣で水分を保つ2026年実証。飛行面積だけでなく発芽・天候・繁忙期の人員を評価する。","summaryEn":"A 2026 demonstration seeds cover crops before harvest to conserve moisture; establishment and peak-season labour matter alongside area rate.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn117view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-11","title":"Wofür braucht man Drohnen in der Landwirtschaft?","url":"https://www.landwirtschaft.de/wirtschaft/beruf-und-betrieb/trends-und-innovationen/wofuer-braucht-man-drohnen-in-der-landwirtschaft","publisher":"BZL","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations","industry"],"summaryJa":"生育把握、投入量の判断、野生動物救護などをまとめた入門。農場で必要な仕事からセンサーを選ぶ入口。","summaryEn":"An introduction covering crop assessment, input decisions and wildlife rescue, organised around farm jobs.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn117view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-12","title":"Smart Farming Feldtag 2025 — Ihinger Hof","url":"https://ihingerhof.uni-hohenheim.de/smartfarmingfeldtag2025","publisher":"University of Hohenheim","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","training","analytics"],"summaryJa":"ドローン画像から雑草地図を作り地上のスポット散布へ渡す実習。空中観測と地上実行を分けて連携する。","summaryEn":"A field day demonstrates drone weed maps feeding ground-based spot spraying.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn117view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-13","title":"Möglichkeiten des Drohneneinsatzes in der Landwirtschaft","url":"https://www.landwirtschaft.sachsen.de/moeglichkeiten-des-drohneneinsatzes-in-der-landwirtschaft-73534.html","publisher":"LfULG Sachsen","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","seeding","training"],"summaryJa":"監視、カバークロップ播種、スポット散布、熱画像救護を比較する実務資料集。用途ごとに残る障壁を整理する。","summaryEn":"A practical seminar collection compares monitoring, seeding, spot application and thermal wildlife rescue.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn117view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-14","title":"Herbologie-Projekte","url":"https://phytomedizin.uni-hohenheim.de/79132","publisher":"University of Hohenheim","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","principles","platform"],"summaryJa":"播種時期・混合種子・高度・速度による分布精度と雑草抑制を研究。ISOBUS連携も扱う。","summaryEn":"Research tests aerial seed distribution and weed suppression by timing, mixture and flight parameters, alongside ISOBUS integration.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn117view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-15","title":"Spot Spraying am Forschungszentrum Schwarzenau","url":"https://lfl.bayern.de/ipz/forschung/379013/index.php","publisher":"LfL Bayern","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","analytics","platform"],"summaryJa":"RTK画像から処方地図を作り、ノズル個別制御の地上散布機へ転送した2025年事例。節減値は対象圃場条件付き。","summaryEn":"A 2025 case transfers RTK drone prescription maps to individually controlled ground sprayer nozzles; savings are field-specific.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn117view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-16","title":"Digitalisierung für kleinstrukturierte Betriebe — DiWenkLa","url":"https://www.uni-hohenheim.de/pressemitteilung?cHash=9b0e769ad47d7f8c884308823130103d&tx_ttnews%5Btt_news%5D=59752","publisher":"University of Hohenheim","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","industry","investment"],"summaryJa":"資本集約的なデジタル化から小規模農家が取り残される問題に対し、センサー・自動化の現場実験を進める研究。","summaryEn":"DiWenkLa develops digital sensing and automation for smaller farms at risk of exclusion from capital-intensive innovation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn117view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-17","title":"Smart Farming für alle: Wie kleine Betriebe groß denken können","url":"https://agrar.uni-hohenheim.de/detailansicht-extern?cHash=6daa2943d23619e8e3f0063723c02f40&tx_ttnews%5Btt_news%5D=66365","publisher":"University of Hohenheim","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","analytics"],"summaryJa":"小規模農業向けの共同研究成果紹介。作物センシングと畜産データを経営に結ぶ点に着目する。","summaryEn":"Follow-up on small-farm digitalisation links crop sensing and livestock data with farm competitiveness.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn117view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-18","title":"Präziser, effizienter, umweltfreundlicher: digitale Hilfsmittel verändern Landwirtschaft","url":"https://www.uni-potsdam.de/de/nachrichten/detail/2024-07-11-praeziser-effizienter-umweltfreundlicher-digitale-hilfsmittel-veraendern-landwirtschaft","publisher":"University of Potsdam","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","adoption"],"summaryJa":"既存技術と実際の導入の間に大きな差があると指摘。実験農場で農家と研究者が価値を検証する必要を示す。","summaryEn":"Highlights the gap between available tools and field adoption, motivating joint farm–research demonstrations.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn117view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-19","title":"Drohnen im Versuchswesen","url":"https://ltz.landwirtschaft-bw.de/,Lde/Startseite/Arbeitsfelder/Drohnen%2Bim%2BVersuchswesen","publisher":"LTZ Augustenberg","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","research"],"summaryJa":"市販製品が試験研究向けに設計されていない問題を挙げ、ドローン解析方法を評価・拡張する。","summaryEn":"Evaluates drone analysis for field trials because many commercial systems were not designed for experimental phenotyping.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn117view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-20","title":"Bundesregierung befürwortet Einsatz von Agrardrohnen","url":"https://www.bundestag.de/presse/hib/kurzmeldungen-1222576","publisher":"Deutscher Bundestag","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","industry","policy"],"summaryJa":"2026年の政府回答は利用拡大への姿勢と制度改正案を説明する。追加の標準運用シナリオ等は計画として記載されており、施行済みの許可として扱わん。","summaryEn":"2026 government response discusses wider agricultural use and proposed reforms, including an additional standard operational scenario; proposals are not enacted permissions.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn282view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-21","title":"Keine Einschränkung für Drohneneinsatz in der Landwirtschaft","url":"https://www.bundestag.de/presse/hib/832920-832920","publisher":"Deutscher Bundestag","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","regulation","research-policy"],"summaryJa":"2021年のデジタル実験圃場と航空制度調整に関する政府説明。部分散布・施肥・灌漑の研究を政策史として読む資料で、現在の農薬別条件を置き換えない。","summaryEn":"Historical government account of digital test fields and aviation-rule alignment, including targeted plant protection, fertilisation and irrigation; it does not replace current product-specific conditions.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn282view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-22","title":"Kritisch bewertet: Drohneneinsatz im Pflanzenschutz","url":"https://deutscherimkerbund.de/kritisch-bewertet-drohneneinsatz-im-pflanzenschutz/","publisher":"Deutscher Imkerbund","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["pollinators","governance","stakeholders"],"summaryJa":"養蜂団体は、送粉者への曝露測定、用途別審査、実施記録を求める。これは関係者の見解であり、散布方式の優劣を証明する実験結果とは区別する。","summaryEn":"Beekeepers call for pollinator exposure monitoring, application-specific assessment and traceability. This is a stakeholder position, distinct from experimental proof of performance.","verification":"read","sourceType":"stakeholder","rankingEvidence":null,"ref":"turn282view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-23","title":"Drohnen in der Landwirtschaft: Agrardrohnen – ein Überflug","url":"https://www.dlg-mitteilungen.de/artikel/agrardrohnen-ein-ueberflug","publisher":"DLG Mitteilungen","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","business-model","seeding"],"summaryJa":"供給側へのインタビューは、圃場分析、播種、急傾斜地散布の事業像を示す。需要予測や制度の説明は話者の見方として扱い、当局資料と照合する。","summaryEn":"Supplier interview describes field analysis, seeding and steep-slope spraying business opportunities. Demand forecasts and legal statements are attributed views requiring official cross-checks.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn284view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-24","title":"Rechtliche Grundlagen für den Drohneneinsatz im Pflanzenschutz","url":"https://www.isip.de/resource/blob/853184/45180b82fffac3b2196ce7698dda6de3/infoblatt-rechtliche-grundlage-fuer-drohneneinsatz-data.pdf","publisher":"Landesanstalt für Landwirtschaft und Gartenbau Sachsen-Anhalt","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying","equipment"],"summaryJa":"ザクセン＝アンハルトの案内は、散布装置の適合一覧と植物保護法に基づく個別許可を分ける。航空許可だけで農薬を散布できるわけではないと理解する資料じゃ。","summaryEn":"Saxony-Anhalt guidance distinguishes listed suitable spraying equipment from plant-protection authorisation, demonstrating that aviation approval alone is insufficient for pesticide application.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn286view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-25","title":"Pflanzenschutztechnik: Prüfung und Listung","url":"https://wissen.julius-kuehn.de/at-dokumente/pruefung-und-listung/themen/pflanzenschutztechnik","publisher":"Julius Kühn-Institut","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","testing","equipment"],"summaryJa":"ドローン用散布装置の適合一覧、飛散低減試験、機器点検へつながる公式案内。機体、ノズル、装置の構成と経年劣化を含む品質管理の入口となる。","summaryEn":"Official gateway to suitable drone spray-equipment lists, drift-reduction testing and equipment inspection, supporting configuration-specific and lifetime quality management.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn286view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-26","title":"NaLamKI: Nachhaltige Landwirtschaft mittels Künstlicher Intelligenz","url":"https://humboldt-reloaded.uni-hohenheim.de/projekt?cHash=29d09814cb9f1aa9c33c7b082731bacd&no_cache=1&tx_uhohhrprojekte_projects%5Baction%5D=show&tx_uhohhrprojekte_projects%5Bcontroller%5D=Project&tx_uhohhrprojekte_projects%5Bproject%5D=2393","publisher":"Universität Hohenheim","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","interoperability","data-sovereignty"],"summaryJa":"衛星、ドローン、地上センサー、農機の情報を公開インターフェースで結ぶ研究。連合学習とデータ主権は研究上の目標であり、安全性が自動的に保証されるわけではない。","summaryEn":"Research combines satellites, drones, ground sensors and machines through open interfaces, exploring federated learning and data sovereignty rather than asserting automatic privacy guarantees.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn286view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-27","title":"Wenn Forschung und Praxis gemeinsam aufs Feld gehen","url":"https://www.igp.fraunhofer.de/de/aktuelles/2026/smart-farming-feldtag-tellow.html","publisher":"Fraunhofer IGP","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","decision-support","demonstration"],"summaryJa":"2026年の実演計画は、画像・植生・水文情報を理解しやすい画面へまとめる例を含む。農家が判断に使える形への変換と、現地での共同開発を重視する。","summaryEn":"2026 field-day programme includes interfaces combining imagery, vegetation and hydrology, illustrating accessible decision support and development with agricultural users.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn286view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-28","title":"Interaktive Drohnen für die Landwirtschaft","url":"https://www.aei.uni-bonn.de/de/fakultaet/aktuelles/pressearchiv/2026/interaktive-drohnen-fuer-die-landwirtschaft","publisher":"Universität Bonn","language":"de","country":"DE","publishedDate":"2026-07-15","accessedDate":"2026-10-30","topics":["robotics","sensing","future-research"],"summaryJa":"柔軟素材、触覚センサー、制御を使い、植物に近づいて情報を得る研究構想。環境DNA採取や揮発性物質検出、収穫は開発目標として示す。","summaryEn":"Research agenda explores flexible materials, tactile sensors and control for close plant interaction, with environmental DNA sampling, volatile detection and harvesting as development goals.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn293view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-29","title":"Mit der Drohne auf Jagd nach Unkraut","url":"https://www.uni-bonn.de/de/universitaet/presse-kommunikation/presseservice/archiv-pressemitteilungen/2017/147-2017","publisher":"Universität Bonn","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","weeds"],"summaryJa":"2017年、ドイツとスイスの圃場でテンサイと雑草を個体単位で分類した研究紹介。上空の画像が局所的な除草判断へ結び付く歴史的な例じゃ。","summaryEn":"2017 account of individual crop and weed classification in German and Swiss fields provides a historical example of aerial imagery supporting localised weed-management decisions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn293view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"de-30","title":"Geeignetes Zwischenfrucht-Saatgut für die Drohnensaat","url":"https://llh.hessen.de/unternehmensfuehrung/technik-energie-bauen/digitalisierung-verfahrenstechnik/zwischenfrucht-saatgut-drohnensaat/","publisher":"Landesbetrieb Landwirtschaft Hessen","language":"de","country":"DE","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","operations","agronomy"],"summaryJa":"種子の重さの違いは散布幅を変え、補給回数にも響く。地表播種の発芽には水分、光、残渣、競合雑草が関わり、飛行できたことと作物が定着したことは別なんよ。","summaryEn":"Seed mass affects spread uniformity and refill frequency. Surface establishment depends on moisture, light, residues and competing weeds, so successful flight is distinct from successful crop establishment.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn293view2","readScope":"Retrieved source text; exact review extent was not recorded."}]},{"code":"ES","nameJa":"スペイン","nameEn":"Spain","region":"Europe","summaryJa":"乾燥環境の水管理、オリーブ・ブドウ・柑橘などの樹園地センシングに強み。散布は地域当局の手続きと製品・操作者条件を分けて確認する。","summaryEn":"Water management and sensing of olives, vines and citrus are prominent. Spraying requires separate checks of regional procedures, products and operators.","historyJa":"IAS-CSICの履歴には2000年代の無人機による作物ストレス検出が見られる。その後、島嶼ブドウ栽培のAPOGEOや土壌水分検証MEDHUSAへ用途が広がる。","historyEn":"IAS-CSIC records UAV crop-stress work in the 2000s, followed by applications such as APOGEO island viticulture and MEDHUSA soil-moisture validation.","prioritiesJa":["水不足の圃場判断へ翻訳","観測値を地上サンプルと照合","購入前に受託サービスと比較"],"prioritiesEn":["Translate measurements into water decisions","Validate against ground samples","Compare service provision before purchase"],"rankingStatus":"not-verifiable","sources":[{"id":"es-01","title":"Aplicaciones aéreas de productos fitosanitarios","url":"https://www.juntadeandalucia.es/organismos/agriculturapescaaguaydesarrollorural/areas/agricultura/sanidad-vegetal/paginas/productos-fitosanitarios-appaereas.html","publisher":"Junta de Andalucía","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying","operations"],"summaryJa":"ドローン農薬散布は航空散布として扱われる。製品、操作者資格・登録、個別処理の地域許可を分けて確認する。","summaryEn":"Treats drone pesticide application as aerial spraying and separates product, operator and regional treatment permissions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-02","title":"Servicio de drones — SERPAM","url":"https://serpam.csic.es/servicios/servicio-de-drones/","publisher":"CSIC SERPAM","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform"],"summaryJa":"農林研究向けにRTK、RGB、マルチスペクトル、熱画像、LiDARを組み合わせた計測サービスを提供。","summaryEn":"Describes agricultural and forestry research sensing using RTK, RGB, multispectral, thermal and LiDAR equipment.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-03","title":"La teledetección en la agricultura del futuro","url":"https://eps.unizar.es/noticia/miercoles-las-12-la-teledeteccion-en-la-agricultura-del-futuro-drones-satelites-e","publisher":"Universidad de Zaragoza","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","training"],"summaryJa":"水分状態、植物生理、土壌をドローン・衛星・モデルで把握する講演。画像を意思決定へ結ぶ技術領域を示す。","summaryEn":"A research lecture connects drone and satellite sensing with models of plant water status, physiology and soils.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-04","title":"APOGEO: agricultura de precisión en la Macaronesia","url":"https://ipna.csic.es/proyecto-de-investigacion/agricultura-de-precision-para-la-mejora-de-la-produccion-viticola-en-la","publisher":"CSIC IPNA","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["case-study","sensing","analytics"],"summaryJa":"カナリア諸島などのブドウ栽培で多波長観測と検体分析を連携する共同研究。早期検出はプロジェクトの狙いとして読む。","summaryEn":"A Macaronesian vineyard project combines multispectral observation and sample analysis; early detection is a project objective.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-05","title":"Midiendo la humedad del suelo desde un dron — MEDHUSA","url":"https://ice.csic.es/news/news-press-releases?catid=8&id=929:midiendo-la-humedad-del-suelo-desde-un-dron-alumnos-de-primaria-contribuyen-al-proyecto-medhusa&view=article","publisher":"ICE-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","sensing","irrigation"],"summaryJa":"衛星信号の地表反射をドローンから受信して土壌水分を推定するMIRROR装置の検証。地上実測との照合を重視。","summaryEn":"MEDHUSA validates a UAV-mounted passive reflectometer for soil moisture using reflected satellite signals and field measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-06","title":"QuantaLab: quantitative remote sensing research","url":"https://quantalab.ias.csic.es/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","analytics","sensing"],"summaryJa":"2000年代の無人機作物ストレス研究から現在の画像自動処理までを辿れる研究履歴。定量観測には幾何補正・校正が要る。","summaryEn":"Research history spans 2000s UAV crop-stress work and current image automation, highlighting calibration and geometric processing.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-07","title":"Drones en agricultura y ganadería: aplicaciones reales, oportunidades y requisitos legales","url":"https://www.asajasevilla.es/noticias/jornadas-noticias/item/10476-drones-en-agricultura-y-ganaderia-aplicaciones-reales-oportunidades-y-requisitos-legales.html","publisher":"ASAJA-Sevilla","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","operations","industry"],"summaryJa":"解決する現場課題から購入か委託かを決める。画像の解釈と意思決定が価値で、すべての散布が許されるわけではないと整理。","summaryEn":"Advises defining the farm problem before choosing ownership or contracting and stresses interpretation and legal limits.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn65view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-08","title":"ADOPTA","url":"https://agrotech.upc.edu/es/proyectos-eventos/adopta/view","publisher":"UPC / AgrotechUPC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","variable-rate","adoption"],"summaryJa":"ドローンや衛星の生育マップを地上散布機の可変散布へつなぐ実証。飛行で見つけた差を、処方と生物学的効果の検証までつなぐ設計じゃ。","summaryEn":"Connects drone and satellite vigour maps to variable application by ground sprayers in commercial vineyards and olive groves, with efficacy validation and adoption training.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-09","title":"Un método combina simulaciones digitales y drones para predecir el rendimiento de cultivos hortícolas","url":"https://iiama.webs.upv.es/noticias/un-metodo-combina-simulaciones-digitales-y-drones-para-predecir-el-rendimiento-de-cultivos-horticolas/","publisher":"IIAMA-UPV","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","open-source"],"summaryJa":"ドローンで測る被覆率をAquaCrop-OSPyへ組み込み、ブロッコリー収量を推定する研究。公開コードによる再現性と、別シーズンでの検証を分けて考えたい。","summaryEn":"Combines drone canopy cover with the open-source AquaCrop-OSPy crop model for broccoli yield estimation; further-season validation remains important.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-10","title":"Aplicación de fitosanitarios con DRONES: Bases científicas, evaluación experimental y armonización regulatoria","url":"https://eeabb.upc.edu/ca/noticies/curso-aplicacion-de-fitosanitarios-con-drones-bases-cientificas-evaluacion-experimental-y-armonizacion-regulatoria","publisher":"UPC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","training","standards"],"summaryJa":"散布の物理、実験評価、ISO規格、制度の課題を扱う講座。講座の案内であって、農薬散布の許可や性能保証ではないんよ。","summaryEn":"Course announcement covering application physics, experimental evaluation, ISO standards and regulatory challenges; attendance is not an application authorisation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-11","title":"¿Cómo ahorrar herbicidas y mejorar la gestión de los cultivos utilizando imágenes procedentes de un Vehículo Aéreo no Tripulado?","url":"https://www.ias.csic.es/como-ahorrar-herbicidas-y-mejorar-la-gestion-de-los-cultivos-utilizando-imagenes-procedentes-de-un-vehiculo-aereo-no-tripulado/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","weeds","variable-rate"],"summaryJa":"雑草の位置や種類を上空から把握し、圃場全体ではなく必要な区画への処置につなげる研究紹介。検出地図と現場の散布判断の接続が核心じゃ。","summaryEn":"Research communication on mapping weed location and species from UAV imagery to support targeted treatment rather than uniform field application.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-12","title":"Proyecto DRONIA","url":"https://www.uv.es/dronia/","publisher":"Universitat de València","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform","swarm"],"summaryJa":"果樹・木本作物の病害虫をUAV、IoT、AIで扱う開発プロジェクト。群制御やクラウド連携は研究テーマとして扱い、完成済みの診断サービスとは区別する。","summaryEn":"Development project combining UAVs, IoT and AI for pests and diseases in woody crops. Swarm and cloud concepts are research objectives, not evidence of a finished diagnostic service.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-13","title":"Drones para vigilar las malas hierbas","url":"https://www.ias.csic.es/drones-para-vigilar-las-malas-hierbas-la-cartografia-aerea-de-los-cultivos-detecta-las-zonas-donde-aplicar-los-herbicidas/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","weeds"],"summaryJa":"可視・近赤外画像でトウモロコシ畑の雑草を見分ける初期事例。地上調査と画像解析を照合する流れは、現在の可変散布にも通じるんよ。","summaryEn":"Early maize weed-mapping case using visible and near-infrared UAV imagery, algorithms and ground observations, illustrating the development of targeted application workflows.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-14","title":"Grupo de Investigación: CereSys","url":"https://www.uco.es/ceresys/","publisher":"University of Córdoba","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","lidar","olives"],"summaryJa":"リモートセンシング、GIS、ロボティクスを組み合わせる研究群。オリーブの樹冠構造や灌漑条件をLiDARなどで捉える研究を紹介し、撮影方式と農学的目的を結ぶ。","summaryEn":"Research programme joining remote sensing, GIS and robotics, including UAV LiDAR canopy structure and active/passive sensing in irrigated and rain-fed olive systems.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-15","title":"Prueba piloto sobre la generación de mapas de malas hierbas con drones y la aplicación variable de herbicidas en maíz","url":"https://revistas.rcaap.pt/rca/article/view/34975","publisher":"Revista de Ciências Agrárias","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","spraying","limitations"],"summaryJa":"スペイン北東部のトウモロコシ畑で雑草地図を地上散布機へ渡す試験。株列内や低密度の雑草の見逃しも記載され、節約率だけで評価しないために役立つ。","summaryEn":"Pilot in northeastern Spanish maize fields links UAV weed maps to ground-sprayer prescriptions. Misses within crop rows and at low weed density qualify the reported savings.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-16","title":"Ivace+i Innovación financia un proyecto para incentivar el uso de drones","url":"https://gvanext.gva.es/es-es/contenido/2331/ivacei-innovacion-financia-un-proyecto-para-incentivar-el-uso-de-drones-en-sectores-como-el-industrial-o-la-seguridad-y-emergencias","publisher":"Generalitat Valenciana","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["airspace","platform","infrastructure"],"summaryJa":"Alaireは農業も含む用途を想定した空域・5G・U-Space関連の開発。計画段階の基盤と実運用済みのサービスを混同せず、地域の空のOSの論点として読む。","summaryEn":"Alaire explores regional airspace, 5G corridors and U-Space infrastructure with agriculture among its applications. Planned infrastructure should not be presented as operational deployment.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn186view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-17","title":"Formación en agricultura de precisión con drones y sensores multiespectrales","url":"https://www.etsiaab.upm.es/Centro/Gabinete_de_Comunicacion/NoticiasActualidad?fmt=detail&id=CON24680&prefmt=articulo","publisher":"Universidad Politécnica de Madrid","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","sensing","analytics"],"summaryJa":"大麦圃場での飛行計画・取得・解析をつなぐ教育事例。QGISなどの処理まで含め、機体の操縦だけでは農業データは使える形にならんと示す。","summaryEn":"Field teaching connects mission planning and multispectral acquisition over barley with processing in tools including QGIS; usable agronomic information requires more than piloting.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-18","title":"OLIDRON: sistema de detección de enfermedades en olivos","url":"https://aplicat.upv.es/exploraupv/ficha-proyecto/proyecto/20221565","publisher":"Universitat Politècnica de València","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","disease","thermal"],"summaryJa":"オリーブ病害の分類・位置・重症度をハイパースペクトルと熱画像で推定する開発構想。早期診断の目標と、現場で確認済みの精度は分けて記す。","summaryEn":"Project seeks hyperspectral and thermal detection, localisation and severity assessment of olive diseases. Its development objectives are distinct from independently demonstrated diagnostic accuracy.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view10","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-19","title":"El uso de drones en el manejo agroecológico de las malas hierbas","url":"https://revistas.rcaap.pt/rca/article/view/34970","publisher":"Revista de Ciências Agrárias / CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["weeds","sensing","agroecology"],"summaryJa":"早期の雑草地図だけでなく、処置後の残草、抵抗性、景観の生物多様性まで扱う。ドローンを除草剤の節約機械だけでなく、管理結果を学ぶ観測手段に位置づける。","summaryEn":"Reviews drone roles in early targeted intervention, later weed escapes and resistance, weed-suppressive crop breeding and landscape biodiversity within integrated weed management.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn186view11","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-20","title":"PIVOS","url":"https://agrotech.upc.edu/es/proyectos-eventos/pivos/view","publisher":"UPC / AgrotechUPC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","spraying","economics"],"summaryJa":"空と地上のセンサーで樹冠を測り、散布量と送風量の処方へ変換する研究。農学的効果、費用、環境影響をまとめて評価する設計じゃ。","summaryEn":"Uses aerial and ground vegetation sensing to prescribe spray volume and airflow, with planned agronomic, economic and environmental evaluation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn233view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-21","title":"imaPing: teledetección y manejo localizado de malas hierbas","url":"https://www.ias.csic.es/imaping/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","weeds"],"summaryJa":"2000年代の衛星による雑草識別から、2010年代のUAVによる早期検出へ進む研究履歴。センサーの変遷だけでなく、解析手法の積み重ねも追える。","summaryEn":"Research history traces regional satellite weed mapping and later UAV early-detection projects, showing the evolution of sensing and image-analysis methods.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn233view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-22","title":"Aplicaciones de drones en cultivos agrícolas: investigación de la ETSIAAB","url":"https://www.etsiaab.upm.es/?fmt=detail&id=8a6738f214456810VgnVCM10000009c7648a____&prefmt=articulo","publisher":"Universidad Politécnica de Madrid","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","spraying","case-study"],"summaryJa":"ブラジルとの共同研究やクエンカの木本作物試験を紹介。マルチスペクトル画像から処置を変える研究例として読み、個別試験の成果を全国の許可や効果には広げない。","summaryEn":"Describes research links with Brazil and a woody-crop trial in Cuenca, using multispectral mapping for differentiated treatment; trial outcomes are not general regulatory approval.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn237view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-23","title":"Evaluación de la técnica de Resampling en imágenes UAV para la detección de malas hierbas mediante análisis OBIA","url":"https://semh.net/registro/evaluacion-de-la-tecnica-de-resampling-en-imagenes-uav-para-la-deteccion-de-malas-hierbas-mediante-analisis-obia/","publisher":"Sociedad Española de Malherbología","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","data-efficiency","weeds"],"summaryJa":"画像を再標本化した場合の雑草検出精度を評価する研究要旨。解像度・データ容量・判別精度の釣り合いを検討する材料になるんよ。","summaryEn":"Research abstract assesses spatial and spectral quality and weed-detection accuracy after resampling UAV imagery, informing resolution and data-volume tradeoffs.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn233view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-24","title":"Precision agriculture in the olive grove using unmanned aerial systems","url":"https://eu-cap-network.ec.europa.eu/projects/precision-agriculture-olive-grove-using-unmanned-aerial-systems_en","publisher":"EU CAP Network","language":"en","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","olives","validation"],"summaryJa":"オリーブの栄養、成熟、土壌水分、病害虫を画像と採取試料で照合するプロジェクト。記載は期待成果を含むため、実証済み性能と読み違えんことが大切じゃ。","summaryEn":"Olive project pairs airborne sensors with laboratory samples to investigate nutrition, ripeness, soil moisture and pests. The page includes intended outcomes rather than demonstrated performance alone.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn237view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-25","title":"Autorización para la realización de aplicaciones aéreas con productos fitosanitarios","url":"https://www.juntaex.es/w/0706124?inheritRedirect=true","publisher":"Junta de Extremadura","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","spraying","operations"],"summaryJa":"エストレマドゥーラの航空散布手続。ドローン運航者登録に加え、散布機点検、農薬取扱資格、保険などの条件を別々に確認する必要がある。","summaryEn":"Extremadura aerial-application procedure distinguishes drone operator registration, equipment inspection, pesticide-handling competence and insurance requirements.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn241view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-26","title":"Formación gratuita en inteligencia artificial, drones, robótica y agricultura de precisión","url":"https://mptmd.gob.es/portal/delegaciones_gobierno/delegaciones/larioja/actualidad/2026/09/2026-09-11_01","publisher":"Gobierno de España","language":"es","country":"ES","publishedDate":"2026-09-11","accessedDate":"2026-10-30","topics":["training","adoption","industry"],"summaryJa":"2026年秋の公的研修は、ドローン、解析、散布、ロボティクスを扱う。技術の普及には、購入補助だけでなく継続的な実演と教育が要ることを示す。","summaryEn":"The autumn 2026 public training programme covers drones, remote sensing, application and robotics, illustrating the role of demonstrations and skills in adoption.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn241view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-27","title":"Robots y drones para la gestión del riego: Asymetree","url":"https://www.ias.csic.es/el-sistema-espanol-de-robots-y-drones-que-aumenta-la-produccion-de-olivos-y-pistachos-con-el-minimo-riego-entrevista-a-jose-a-jimenez-berni/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":"2026-09-03","accessedDate":"2026-10-30","topics":["platform","irrigation","commercialisation"],"summaryJa":"CSIC発の企業が樹木ごとの情報を灌漑判断へまとめる事例。元研究機関の紹介に基づき、プラットフォームの役割を示すもので、節水量や増収の独立検証とは分ける。","summaryEn":"Institutional description of a CSIC spinout translating individual-tree analysis into irrigation decisions. It establishes the platform use case, not independent proof of savings or yield gains.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn249view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-28","title":"El IAS-CSIC lidera dos estudios internacionales en la nueva frontera de la teledetección hiperespectral","url":"https://www.ias.csic.es/el-ias-csic-lidera-dos-estudios-internacionales-en-la-nueva-frontera-de-la-teledeteccion-hiperespectral/","publisher":"IAS-CSIC","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","thermal","hyperspectral"],"summaryJa":"熱画像で水分状態が回復して見えても、光合成の回復は同じとは限らん。アーモンドとオリーブの研究から、蛍光・分光・温度を組み合わせる必要性を考える。","summaryEn":"Almond and olive studies show why thermal recovery need not mean photosynthetic recovery, motivating combined fluorescence, spectral and temperature measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn249view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-29","title":"UAV-based multispectral and thermal indexes for estimating crop water status and yield on super-high-density olive orchards under deficit irrigation conditions","url":"https://redivia.gva.es/handle/20.500.11939/9085","publisher":"IVIA repository / Precision Agriculture","language":"en","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","irrigation","validation"],"summaryJa":"ビジェナの商業オリーブ園で2季の灌漑条件を比較。熱・マルチスペクトル指標を植物測定と照合し、環境やセンサーに左右される精度の限界も示す。","summaryEn":"Two-season study in a commercial Villena olive orchard validates thermal and multispectral indicators against plant measurements while identifying environmental and sensor limitations.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn249view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"es-30","title":"El IFAPA organiza en Sevilla una jornada sobre el uso de drones para agricultura de precisión en citricultura","url":"https://www.juntadeandalucia.es/agriculturaypesca/ifapa/web/index.php/en/node/65397","publisher":"IFAPA","language":"es","country":"ES","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","citrus","adoption"],"summaryJa":"検索取得文では、柑橘の現場実演、航空・農薬の制度、植生指数と水ストレスの研修を紹介。本文ページはアクセス制限のため未読として明示する。","summaryEn":"Indexed text describes citrus demonstrations, aviation and application rules, vegetation indices and water stress training. The full page was access-restricted and is not marked as read.","verification":"search-only","sourceType":"government","rankingEvidence":null,"ref":"turn245search3","readScope":"Search result or inaccessible source; underlying document not reviewed."}]},{"code":"NL","nameJa":"オランダ","nameEn":"Netherlands","region":"Europe","summaryJa":"研究設備、農場実証、データ処理を結ぶ精密農業の蓄積が厚い。散布への期待と実用上のドリフト・投下量・制度の課題を区別する。","summaryEn":"Precision agriculture links research infrastructure, farm trials and processing. Distinguish spray-drone potential from unresolved drift, dose and regulatory constraints.","historyJa":"WURは2012年にUARSFを設置。校正・処理基盤から実農場のロードマップや雑草探索経路研究へ進み、2026年政策議論でも記録の検証可能性を重視。","historyEn":"WUR established UARSF in 2012. Work has progressed from calibration and processing to farm roadmaps and weed-search planning, with auditability prominent in 2026 policy debate.","prioritiesJa":["処理結果を農家の行動に変換","測定・処方・散布実績を一貫管理","経路短縮と雑草見逃しを同時評価"],"prioritiesEn":["Convert outputs into farm actions","Connect observations, prescriptions and application records","Evaluate route length and missed weeds together"],"rankingStatus":"not-verifiable","sources":[{"id":"nl-01","title":"Drones for Agriculture: Advanced Sensing and Analysis","url":"https://www.wur.nl/en/education/for-professionals/programmes-and-courses/drones-agriculture-advanced-sensing-and-analysis","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","training"],"summaryJa":"多波長・熱・LiDARを目的に応じて選び、処理結果を評価して作物管理へ結ぶ教育体系。","summaryEn":"Teaches choosing multispectral, thermal and LiDAR sensing, evaluating outputs and linking them to crop decisions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn72view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-02","title":"Precision agriculture","url":"https://www.wur.nl/en/research/plant/precision-agriculture","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","analytics","economics"],"summaryJa":"観測、分析、判断、実行の循環を農場で検証する。散布実績データや土壌・衛星計測もつなぐ。","summaryEn":"Connects measurement, analysis, decisions and implementation with farm trials, as-applied records and other sensors.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn72view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-03","title":"Drones for Agriculture: Prepare and Design Your Drone Mission","url":"https://www.wur.nl/en/education/for-professionals/programmes-and-courses/drones-agriculture-prepare-and-design-your-drone-uav-mission","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","training","analytics"],"summaryJa":"撮影から可視化までの一連の任務を設計する講座。先に農業の問いを定めてから機体と飛行を選ぶ。","summaryEn":"An end-to-end mission-design course begins with the agricultural question and ends with useful visualisation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn72view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-04","title":"Unmanned Aerial Remote Sensing Facility","url":"https://www.wur.nl/en/research/facilities/unmanned-aerial-remote-sensing-facility-uarsf","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","platform"],"summaryJa":"2012年設立の観測基盤。衛星と地上計測の間を埋め、校正と処理手順を利用者に提供する。","summaryEn":"Established in 2012, the facility bridges satellite and ground sensing through dedicated experiments, calibration and workflows.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn72view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-05","title":"Inzet van drones voor gerichter toezicht","url":"https://www.nvwa.nl/ondernemers/toezicht-maatregelen-en-boetes/inzet-van-drones-voor-gerichter-toezicht","publisher":"NVWA","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["governance","operations","sensing"],"summaryJa":"監督官庁が農地をドローンで確認する運用。離着陸区画、操縦者識別、プライバシー配慮も業務設計に含む。","summaryEn":"The regulator describes drone inspections with controlled launch areas, identifiable crews and privacy safeguards.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn72view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-06","title":"From Perception to Phenotyping: Drone-based SLAM for Precision Woody Crop Management","url":"https://www.wur.nl/en/activity/perception-phenotyping-drone-based-simultaneous-localization-and-mapping-precision-woody-crop","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","sensing","analytics"],"summaryJa":"果樹園での3D地図と果実認識を研究。繰り返す樹列、葉の遮蔽、照明変化が実用化の難所。","summaryEn":"Studies orchard mapping and fruit perception under repeated rows, occlusion and changing light.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn72view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-07","title":"UAV-based path planning for efficient localization of non-uniformly distributed weeds","url":"https://research.wur.nl/en/publications/uav-based-path-planning-for-efficient-localization-of-non-uniform/","publisher":"Wageningen University & Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["planning","analytics","economics"],"summaryJa":"事前の雑草分布と飛行中検出を使う強化学習研究。経路短縮と見逃しの交換条件を示し、全面走査との使い分けを検討する。","summaryEn":"A reinforcement-learning study trades shorter search paths against missed weeds using prior maps and in-flight detections.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn57view8","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-08","title":"Gewasbescherming met drones: kansen voor spuitdrones in de Nederlandse Akkerbouw","url":"https://research.wur.nl/en/publications/gewasbescherming-met-drones-kansen-voor-spuitdrones-in-de-nederla/","publisher":"Wageningen Plant Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","industry","regulation"],"summaryJa":"農家・サービス事業者・研究機関による2025年報告。航空側のリスク評価手続きを農薬使用許可と混同しないことが重要。","summaryEn":"A 2025 farmer–operator–research report explores spray drones; aviation risk procedures do not themselves authorise pesticide use.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn57view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-09","title":"Meer praktijkervaring nodig voor dronestrooien en -spuiten","url":"https://www.proeftuinprecisielandbouw.nl/meer-praktijkervaring-nodig-voor-dronestrooien-en-spuiten/","publisher":"NPPL","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","operations"],"summaryJa":"生産者と事業者の経験に基づくロードマップ。観測の普及と散布・施用の課題を分け、追加の現場検証を求める。","summaryEn":"A practice-based roadmap separates established monitoring from application challenges and calls for more field experience.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn57view10","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-10","title":"Kamerstuk 22112, nr. 4261","url":"https://zoek.officielebekendmakingen.nl/kst-22112-4261.html","publisher":"Government of the Netherlands","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","platform","governance"],"summaryJa":"2026年の政策評価はドリフト・投下量の科学的検証と、場所・時間・濃度データの監査利用を重視。法改正提案を現行許可と混同しない。","summaryEn":"A 2026 policy assessment emphasises drift and dose evidence plus inspectable location, time and concentration records.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn57view11","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-11","title":"TTADDA-UAV: multi-season potato drone dataset from Japan and the Netherlands","url":"https://research.wur.nl/en/publications/ttadda-uav-a-multi-season-rgb-and-multispectral-uav-dataset-of-po/","publisher":"WUR / Data in Brief","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["data","platform","analytics"],"summaryJa":"日蘭5試験のRGB・多波長・地上収量・気象を組み合わせ、MIAPPEで条件を記述した公開データ論文。","summaryEn":"A dataset paper connects RGB, multispectral, yield and weather data from five Japanese and Dutch trials with MIAPPE metadata.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn155view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-12","title":"Integrated framework for multipurpose UAV path planning in hedgerow systems","url":"https://research.wur.nl/en/publications/integrated-framework-for-multipurpose-uav-path-planning-in-hedger/","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["planning","principles","analytics"],"summaryJa":"樹列と植生の3D情報で経路を更新する研究。LiDARの精度と処理時間の交換条件を示す。スペインのブドウ園で検証。","summaryEn":"Adapts routes to crop rows and vegetation; discusses LiDAR accuracy versus processing time and validation in a Spanish vineyard.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn152view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-13","title":"UAV detection and prediction of potato cyst nematode damage","url":"https://research.wur.nl/en/publications/unmanned-aerial-vehicle-uav-for-detection-and-prediction-of-damag/","publisher":"WUR / Remote Sensing","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","research"],"summaryJa":"土壌線虫密度と画像指標を比較。異常の検出に使える指標でも収量被害の推定には限界があることを示す。","summaryEn":"Compares soil nematode density with UAV indices and distinguishes detection ability from reliable yield-damage estimation.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn155view1","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-14","title":"ICAERUS: Innovations and Capacity Building in Rural UAV Services","url":"https://research.wur.nl/en/projects/innovations-and-capacity-building-in-agricultural-environmental-a/","publisher":"WUR / ICAERUS","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["logistics","platform","industry"],"summaryJa":"観測する空の目と散布・配送する空の手を並行して研究。プラットフォーム、知識、人材形成を含む。","summaryEn":"Research combines observation with spraying and goods delivery, alongside platform development and capacity building.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn152view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-15","title":"Effect of varying UAV height on precise potato growth estimation","url":"https://research.wur.nl/en/publications/effect-of-varying-uav-height-on-the-precise-estimation-of-potato-/","publisher":"WUR / Frontiers in Plant Science","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","sensing","analytics"],"summaryJa":"15mと30mの観測で株高・体積・被覆・植生指標を比較。測りたい特性から飛行解像度を選ぶ研究。","summaryEn":"Compares 15 m and 30 m imaging for crop height, volume, cover and vegetation indices.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn152view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-16","title":"Crop traits retrieval and disease detection in potato","url":"https://research.wur.nl/en/publications/crop-traits-retrieval-and-disease-detection-in-potato-uav-optical/","publisher":"Wageningen University","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["research","analytics","sensing"],"summaryJa":"2021年博士論文の公開要旨を確認。ハイパースペクトルと地上センサーを比較し、病害検出の適用範囲を検討する。","summaryEn":"The public thesis abstract compares hyperspectral UAV and ground sensing and examines limitations of disease applications.","verification":"read","sourceType":"thesis","rankingEvidence":null,"ref":"turn155view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-17","title":"Drones naar Boerenpraktijk — research programme","url":"https://research.wur.nl/en/projects/addr2b-drones-naar-boerenpraktijk-bo-43-226-029/","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","platform","economics"],"summaryJa":"法制度、採算、データ所有権、非欧州機材への依存、知識分散を普及障壁として明示する研究計画。","summaryEn":"A programme identifies regulatory complexity, weak business cases, data ownership, hardware dependency and fragmented knowledge as barriers.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn155view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-18","title":"HYDRA-EO 2026: field, airborne and satellite observations","url":"https://hydra-eo.eu/docs-quarto/news/hydra-eo-campaigns-2026.html","publisher":"HYDRA-EO research consortium","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","case-study","analytics"],"summaryJa":"Lelystadのジャガイモ圃場を生育段階ごとに観測する2026年キャンペーン。地上・空中・衛星の時間対応が重要。","summaryEn":"A 2026 Lelystad potato campaign follows growth stages and aligns ground, airborne and satellite observations.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn152view7","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-19","title":"TTADDA: Dutch–Japanese potato circular value chain","url":"https://research.wur.nl/en/projects/lwv19250-transition-to-a-data-driven-agriculturen-ttadda-for-a-ne/","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","data","industry"],"summaryJa":"NARO・WUR・Kubota等が農機とドローンのデータを融合し、FAIR管理・収量予測・作物データパスポートを構想する。","summaryEn":"A consortium links autonomous equipment and drone data with FAIR management, yield prediction and potato data passports.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn155view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-20","title":"Opportunities of UAVs in orchard management","url":"https://research.wur.nl/en/publications/opportunities-of-uavs-in-orchard-management/","publisher":"WUR / ISPRS Archives","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","analytics"],"summaryJa":"2019年論文が果樹の形状・生理・健康計測と処理方法を整理。剪定から収穫まで用途を分ける。","summaryEn":"A 2019 review maps UAV sensing and processing to orchard geometry, physiology and health.","verification":"read","sourceType":"paper","rankingEvidence":null,"ref":"turn152view9","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-21","title":"Agri-drone for autonomous spraying in the field","url":"https://www.mscresearch.itc.utwente.nl/node/643","publisher":"University of Twente","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles","planning","spraying"],"summaryJa":"検出後の局所経路再計画とノズル方向制御を組み合わせる修士研究の課題設定。完成品や実証済み成果ではない。","summaryEn":"A proposed MSc project combines target detection, replanning and nozzle control; it is a research brief, not a proven product.","verification":"read","sourceType":"research-proposal","rankingEvidence":null,"ref":"turn154view0","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-22","title":"Roadmap Drones naar de Boerenpraktijk","url":"https://research.wur.nl/en/publications/roadmap-drones-naar-de-boerenpraktijk/","publisher":"Wageningen Plant Research","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","economics","adoption"],"summaryJa":"2026年・28頁の報告書の書誌情報を確認。本文PDFはアクセス拒否となり、内容精読は未完了。","summaryEn":"Bibliographic details confirm a 28-page 2026 report; PDF access was denied and full-text review remains incomplete.","verification":"unavailable","sourceType":"report","rankingEvidence":null,"ref":"turn154view1","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"id":"nl-23","title":"Weed management","url":"https://www.wur.nl/en/research/plant/weed-management","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["analytics","weeds","platform"],"summaryJa":"視覚技術、AI、ロボット、ドローンを統合的雑草管理に位置付ける。散布だけを唯一の解としない。","summaryEn":"Positions vision, AI, robots and drones within integrated weed management rather than treating spraying as the only response.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn154view2","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-24","title":"AI, robotics and smart cultivation technologies","url":"https://www.wur.nl/en/research/plant/ai-robotics-and-smart-cultivation-technologies","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["interface","platform","analytics"],"summaryJa":"複雑なモデルを農家が使えるアプリや意思決定へ翻訳し、現場で検証する研究領域。","summaryEn":"Connects complex models with practical apps and decision support validated in greenhouses, orchards and fields.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn154view3","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-25","title":"Test and experimentation of robotic and AI solutions in field crops","url":"https://agrifoodtef.eu/catalogue-of-services/test-and-experimentation-robotic-and-ai-solutions-field-crops","publisher":"agrifoodTEF / WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["validation","analytics","industry"],"summaryJa":"試験区、収量、雑草種、ドローン指標の時系列を使い、AI・ロボットを管理された条件で検証するサービス。","summaryEn":"A testing service combines controlled plots, yields, weed species and drone time series to validate AI and robots.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn154view4","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-26","title":"Dutch National Action Plan on sustainable pesticide use 2022–2025","url":"https://www.rijksoverheid.nl/binaries/rijksoverheid/documenten/kamerstukken/2022/07/14/geactualiseerd-nationaal-actieplan-duurzaam-gebruik-gewasbeschermingsmiddelen-consultatie/Geactualiseerd%2Bnationaal%2Bactieplan%2Bduurzaam%2Bgebruik%2Bgewasbeschermingsmiddelen%2B2022-2025.pdf","publisher":"Government of the Netherlands","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","history","spraying"],"summaryJa":"2022–2025年計画ではドローンも航空散布禁止の対象とする。制度史資料として掲載し、2026年の許可判断は最新規則で行う。","summaryEn":"The 2022–2025 plan includes drones in the aerial-spraying prohibition; use it as policy history, not a substitute for current checks.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn154view5","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-27","title":"Regels voor vliegen met drones","url":"https://www.rijksoverheid.nl/themas/verkeer-en-vervoer/drone/regels-voor-vliegen-met-drones","publisher":"Government of the Netherlands","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"機体、場所、目的で運航リスク区分が決まる公式説明。大容量農業機では航空手続きを別に設計する。","summaryEn":"Official guidance links risk categories to aircraft, location and purpose, relevant to heavier agricultural drones.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn154view6","readScope":"Retrieved source text; exact review extent was not recorded."},{"id":"nl-28","title":"Precision Application and New Spraying","url":"https://edepot.wur.nl/709011","publisher":"WUR","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","standards","principles"],"summaryJa":"散布標準・性能評価に関する資料候補。検索抄録は確認したがPDFは403で取得できず、本文精読は未完了。","summaryEn":"Candidate report on application standards and evaluation; only search excerpts were available and PDF access returned 403.","verification":"unavailable","sourceType":"report","rankingEvidence":null,"ref":"turn56search48","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"id":"nl-29","title":"Technische en economische haalbaarheid van precisielandbouw met drones","url":"https://projecten.rvo.nl/nl/projecten/100151","publisher":"RVO","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","economics","sensing"],"summaryJa":"2015年のOmni-Drones実現可能性研究の事業情報。検索本文には季節内観測と施肥・除草の調整を記載。ページはタイムアウト。","summaryEn":"A 2015 Omni-Drones feasibility project links repeated observation with fertiliser and weed decisions; page access timed out.","verification":"search-only","sourceType":"government","rankingEvidence":null,"ref":"turn56search0","readScope":"Search result or inaccessible source; underlying document not reviewed."},{"id":"nl-30","title":"Voorkomen van vorstschade in fruitteelt door flying sensors","url":"https://projecten.rvo.nl/nl/projecten/94871","publisher":"RVO","language":"en","country":"NL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","economics","orchards"],"summaryJa":"熱カメラを持つドローンで果樹園の防霜対策を評価する研究候補。検索情報のみで本文未取得。","summaryEn":"Candidate feasibility project using thermal drones to assess orchard frost protection; full page was unavailable.","verification":"search-only","sourceType":"government","rankingEvidence":null,"ref":"turn56search10","readScope":"Search result or inaccessible source; underlying document not reviewed."}]},{"code":"IT","nameJa":"イタリア","nameEn":"Italy","region":"Europe","summaryJa":"精密ブドウ栽培と条件付きの散布実証を分けて考える国。衛星・UAV・土壌データを統合し、細かな管理が本当に採算に見合うかを検証する。","summaryEn":"Precision viticulture and conditional spray trials follow different paths. Research combines satellite, UAV and soil data while testing whether finer management justifies its cost.","historyJa":"2010年代の圃場センシング研究から、2024〜2025年の地域散布実証、2026年の農地支援金監視への活用へと用途が広がる。","historyEn":"The documented trajectory runs from 2010s field-sensing research through 2024–2025 regional spraying trials to 2026 agricultural-aid monitoring.","prioritiesJa":["ブドウ畑の畝と畝間を分離","散布の飛行許可と農薬規則を分離","画像取得費を可変施肥の効果と比較"],"prioritiesEn":["Separate vine rows from inter-rows","Separate aviation permission from pesticide rules","Compare imagery costs with variable-rate benefits"],"rankingStatus":"not-verifiable","sources":[{"id":"it-01","title":"AGEA-ENAC: al via le attività operative per il monitoraggio delle superfici con l’impiego dei droni","url":"https://comunicati.enac.gov.it/it/announcement/show/agea-enac-al-via-le-attivita-operative-per-il-monitoraggio-delle-superfici-con-limpiego-dei-droni","publisher":"ENAC","language":"it","country":"IT","publishedDate":"2026-01-21","accessedDate":"2026-10-30","topics":["platform","sensing"],"summaryJa":"農地支援金の対象面積確認にドローンを組み込む行政連携。災害補償や複雑な地形の確認を用途に挙げる。","summaryEn":"ENAC and AGEA describe drone-assisted monitoring for agricultural aid, including disaster compensation and difficult terrain.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn25view1","readScope":"selected-content"},{"id":"it-02","title":"Sperimentazione sull’impiego dei droni a scopo fitosanitario","url":"https://agricoltura.regione.emilia-romagna.it/fitosanitario/difesa-sostenibile/uso-sostenibile/sperimentazione-droni-a-scopo-fitosanitario","publisher":"Regione Emilia-Romagna","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","regulation","history"],"summaryJa":"2024〜2025年の地域散布試験を整理。ブドウ、タマネギ、トマトを対象とし、ドリフトだけでなく付着量と防除効果の検証を重視する。","summaryEn":"The regional account reviews 2024–2025 spray trials in vineyards, onions and tomatoes, distinguishing drift reduction from canopy coverage and efficacy.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn25view2","readScope":"selected-content"},{"id":"it-03","title":"Droni: tante applicazioni in campo, ma ancora notevoli le limitazioni","url":"https://www.fitosanitario.re.it/pubblicazioni-e-notiziar/notiziario-fitopatologico/notiziario-fitopatologico/dicembre-2025/droni-tante-applicazioni-campo-ma-ancora-notevoli-le-limitaz/","publisher":"Consorzio Fitosanitario Provinciale Reggio Emilia","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","regulation","biocontrol"],"summaryJa":"農薬散布と天敵放飼を区別し、ラベル、試験許可、散布性能という別々の課題を説明。洪水後の進入困難地が利用動機となる。","summaryEn":"The plant-health authority separates pesticide application from beneficial-organism release and discusses labels, trial permissions and performance.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn25view3","readScope":"selected-content"},{"id":"it-04","title":"Agricoltura di precisione con droni e sensori per un’ortofrutta smart e verde","url":"https://www.crea.gov.it/en/-/agricoltura-di-precisione-con-droni-e-sensori-per-un-ortofrutta-smart-e-verde","publisher":"CREA","language":"it","country":"IT","publishedDate":"2023-10-06","accessedDate":"2026-10-30","topics":["sensing","industry"],"summaryJa":"CREAと園芸学会が研究者と生産者の技術交流を実施。記事自体は会合紹介であり、効果の定量実証資料ではない。","summaryEn":"CREA reports a technical exchange between horticulture researchers and producers; the short announcement does not establish quantified performance.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn25view4","readScope":"selected-content"},{"id":"it-05","title":"Incontri a Macfrut 2026: controllo biologico, droni per l’agricoltura di precisione","url":"https://agricoltura.regione.emilia-romagna.it/fitosanitario/incontri-e-convegni/incontri-macfrut-2026","publisher":"Regione Emilia-Romagna","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","sensing","biocontrol"],"summaryJa":"精密農業と生物防除の技術会合を案内。多波長診断・AIと散布試験をつなぐ議論の場として位置付けられる。","summaryEn":"The program links precision sensing, AI and spray trials alongside biological control; it is an industry/research event announcement.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn99view4"},{"id":"it-06","title":"Meccanizzazione in Agricoltura: dai droni alla tecnologia 4.0","url":"https://www.regione.calabria.it/meccanizzazione-in-agricoltura-gallo-dai-droni-alla-tecnologia-4-0-investiamo-25-milioni-di-euro-per-innovare-il-comparto-in-calabria/","publisher":"Regione Calabria","language":"it","country":"IT","publishedDate":"2026-06-26","accessedDate":"2026-10-30","topics":["investment","economics"],"summaryJa":"農機・ロボット・ドローン等を対象とする地域投資制度の公表。締切は2026年9月30日とされ、現在募集中とは扱わない。","summaryEn":"The region announces investment support covering machinery, robots and drones; the stated 30 September 2026 deadline means this should not be shown as currently open.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn99view5"},{"id":"it-07","title":"UAV-Based Hyperspectral Monitoring Using Push-Broom and Snapshot Sensors: A Multisite Assessment for Precision Viticulture Applications","url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9460142/","publisher":"Sensors","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","calibration","operations"],"summaryJa":"イタリア等のブドウ畑で走査式とスナップショット式の画像処理を検討。地上基準点配置や端部ずれなど撮影後の負担も比較する。","summaryEn":"The multisite study discusses hyperspectral acquisition and processing, including ground-reference logistics and edge misalignment in vineyard mosaics.","verification":"read","readScope":"methods-and-conclusions","sourceType":"research-paper","rankingEvidence":null,"ref":"turn105view1"},{"id":"it-08","title":"Integrating Geophysical and Multispectral Data to Delineate Homogeneous Management Zones within a Vineyard in Northern Italy","url":"https://pubmed.ncbi.nlm.nih.gov/31540098/","publisher":"Sensors / PubMed","language":"en","country":"IT","publishedDate":"2019-09-14","accessedDate":"2026-10-30","topics":["sensing","data-fusion","irrigation"],"summaryJa":"フランチャコルタのブドウ畑で土壌電気伝導度、地形、植生指数を統合。管理区分を熱画像の水ストレスと照合した要旨を確認。","summaryEn":"The abstract describes combining soil conductivity, terrain and vegetation data in Franciacorta, checking management zones against thermal water-stress patterns.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn105view2"},{"id":"it-09","title":"Economic Comparison of Satellite, Plane and UAV-Acquired NDVI Images for Site-Specific Nitrogen Application: Observations from Italy","url":"https://www.research.unipd.it/bitstream/11577/3404854/2/agronomy-11-02098-v2%20%283%29.pdf","publisher":"Agronomy / University of Padova","language":"en","country":"IT","publishedDate":"2021-10-20","accessedDate":"2026-10-30","topics":["economics","sensing","fertilizer"],"summaryJa":"2020年イタリアの画像価格と可変施肥の文献効果を比較。解像度の高さだけでは採算性は決まらず、面積・光学品質・価格条件を併せて扱う。","summaryEn":"The study compares 2020 Italian imagery prices with literature-based variable-rate fertilization benefits, linking economics to area, optical quality and platform cost.","verification":"read","readScope":"abstract-and-introduction","sourceType":"research-paper","rankingEvidence":null,"ref":"turn107view0"},{"id":"it-10","title":"Effectiveness of Management Zones Delineated from UAV and Sentinel-2 Data for Precision Viticulture Applications","url":"https://iris.cnr.it/retrieve/6be98bc7-db90-470f-9a9b-7c1bcef51507/Ortuani_remotesensing-16-00635_2024.pdf","publisher":"Remote Sensing / CNR","language":"en","country":"IT","publishedDate":"2024-02-08","accessedDate":"2026-10-30","topics":["sensing","farmer-ux","data-fusion"],"summaryJa":"北イタリアの2年間の比較。衛星は主要な樹勢差を捉える一方、細かな投入管理にはUAVによる畝と畝間の分離が役立つ。","summaryEn":"Two-year northern Italian comparisons show satellites capture broad vigor patterns, while precise input management benefits from UAV separation of rows and inter-rows.","verification":"read","readScope":"abstract-and-introduction","sourceType":"research-paper","rankingEvidence":null,"ref":"turn107view1"},{"id":"it-11","title":"Droni in viticoltura: al via progetto Hero-Vine","url":"https://www.parconazionale5terre.it/dettaglio.php?id=85946","publisher":"Parco Nazionale delle Cinque Terre","language":"it","country":"IT","publishedDate":"2026-02-26","accessedDate":"2026-10-30","topics":["spraying","training","terraces"],"summaryJa":"リグーリアの段々畑でHERO-VINE試験を開始。家族農業、景観維持、認定操縦者と農学者の育成を結び、保健省との協力を前提とする。削減効果は計画上の目標で、確定成果として扱わない。","summaryEn":"HERO-VINE pilots drone treatments in Ligurian terraces, linking family farms, landscape conservation and operator/agronomist training. Claimed resource savings are project objectives, not established trial outcomes.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn248view0"},{"id":"it-12","title":"Viticoltura digitale","url":"https://creafuturo.crea.gov.it/14351/","publisher":"CREA","language":"it","country":"IT","publishedDate":"2025-04-02","accessedDate":"2026-10-30","topics":["platform","industry","decision-support"],"summaryJa":"観測、農学的解釈、可変施用までを一つの流れとして説明。UAVだけでなく、地域の助言者、通信、人材育成、ソフトウェアがそろって初めてデータが農家の判断に届く。","summaryEn":"CREA describes a chain from sensing through agronomic interpretation to variable-rate action. Local advisory services, connectivity, skills and software are necessary to turn UAV observations into farm decisions.","verification":"read","readScope":"article","sourceType":"research-institution","rankingEvidence":null,"ref":"turn248view1"},{"id":"it-13","title":"DROVIT — Utilizzo di droni da rilevamento e da carico nella viticoltura di qualità","url":"https://agricoltura.regione.campania.it/psr_2014_2020/1611_1/DROVIT.html","publisher":"Regione Campania","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","operations","history"],"summaryJa":"2014〜2020年農村開発計画の事例。小型観測機と積載機のサービスを、技術・運用条件・規制・費用で評価する事業計画を目的とした。散布の一般許可や採算達成を示すものではない。","summaryEn":"This rural-development project sought a business plan for sensing and payload drones in viticulture, considering operating conditions, regulation and costs. It does not establish blanket spraying permission or achieved profitability.","verification":"read","readScope":"project description","sourceType":"government","rankingEvidence":null,"ref":"turn248view2"},{"id":"it-14","title":"DigiVit — Viticoltura Digitale in Toscana","url":"https://www.ibe.cnr.it/progetti/digivit/","publisher":"CNR Institute of BioEconomy","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["decision-support","platform","economics"],"summaryJa":"樹勢地図が農学者の引き出しで眠る問題を明記。収量・房・成熟度など農家の具体的判断に使える、簡単に解釈できる出力と時間・費用の改善を開発目標に置く。","summaryEn":"CNR explicitly identifies vigor maps that remain unused. DigiVit targets easy-to-interpret outputs tied to bunch detection, yield and maturity, and to growers’ concrete time and cost constraints.","verification":"read","readScope":"project description","sourceType":"research-institution","rankingEvidence":null,"ref":"turn248view3"},{"id":"it-15","title":"Modellazione CFD dell’Irrorazione mediante Drone Agricolo: Studio Parametrico e Applicazione in un Vigneto","url":"https://etd.adm.unipi.it/t/etd-09152026-161520/","publisher":"University of Pisa","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["physics","spraying","drift"],"summaryJa":"公開要旨のみ確認、本論文は非公開。ローター流と液滴の数値モデルで、ブドウ園における飛散・地上沈着・ドリフトを解析する修士研究。シミュレーションを実測効果と混同しない。","summaryEn":"Only the public abstract was read; the thesis is withheld. This master’s research models rotor flow and droplets to study vineyard deposition and drift; simulations are not equivalent to measured field efficacy.","verification":"read","readScope":"abstract","sourceType":"thesis","rankingEvidence":null,"ref":"turn253view2"},{"id":"it-16","title":"Frutticoltura e viticoltura sostenibile e di precisione","url":"https://centri.unibo.it/agroalimentare/it/servizi/frutticoltura-e-viticoltura-sostenibile-e-di-precisione","publisher":"University of Bologna CIRI","language":"it","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","nutrition","irrigation"],"summaryJa":"近接センサーとUAVを用いた果樹・ブドウの研究サービス。施肥は画像だけでなく、季節中の土壌分析、植物の吸収・持出量まで含めて計画する構成を示す。","summaryEn":"The university’s precision-horticulture service combines proximal and UAV monitoring. Fertilizer planning includes seasonal soil analysis, uptake and crop removal, illustrating the agronomic work beyond imagery.","verification":"read","readScope":"service description","sourceType":"research-institution","rankingEvidence":null,"ref":"turn253view3"},{"id":"it-17","title":"Assessing the potential efficacy and efficiency of UASS vine-targeted spray application across growth stages","url":"https://unifind.unito.it/resource/item/971183","publisher":"University of Turin","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations"],"summaryJa":"要旨を確認。ブドウの生育段階とノズルの組合せで付着効率が変化し、地上への損失も大きい。速度・ノズル・樹冠を別々に最適化するだけでは不十分。","summaryEn":"The abstract shows interactions between growth stage and nozzle technology, with substantial ground losses. Spray performance requires joint consideration of speed, nozzle and canopy conditions.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn262view1"},{"id":"it-18","title":"Evaluation of LiDAR-based row following control for UAS precision spraying","url":"https://unifind.unito.it/resource/item/933957?language=en-US","publisher":"University of Turin","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["physics","navigation","spraying"],"summaryJa":"要旨を確認。2023年の実測点群を使って、LiDARの視野と機体姿勢を評価するシミュレーターを検証。安価な設計探索を支えるが、散布薬効そのものの実証ではない。","summaryEn":"The abstract validates simulated LiDAR views against 2023 vineyard measurements to evaluate row following. This supports lower-cost design exploration, not direct proof of pesticide efficacy.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn262view2"},{"id":"it-19","title":"UAV-spray application in vineyards: Flight modes and spray system adjustment effects on canopy deposit, coverage, and off-target losses","url":"https://unifind.unito.it/individual?uri=http%3A%2F%2Firises.unito.it%2Fresource%2Fitem%2F572880","publisher":"University of Turin / Science of the Total Environment","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","economics","operations"],"summaryJa":"要旨を確認。Barbera園で12設定を比較。帯状散布は全面散布より改善したが、比較した従来型エアブラスト散布機は最良UAV設定より被覆と地上損失で優れていた。","summaryEn":"The abstract compares twelve UAV configurations in Barbera vines. Band spraying improved on broadcast modes, but the tested conventional airblast sprayer still achieved better coverage and lower ground losses than the best UAV setup.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn264view0"},{"id":"it-20","title":"Spray swath study in relation to canopy deposition during UAV spray applications in vineyards","url":"https://unifind.unito.it/resource/item/670670","publisher":"University of Turin","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","physics","operations"],"summaryJa":"要旨を確認。地上と樹冠で付着を測定し、実効散布幅と飛行経路の重なりを評価。カタログ上の幅だけで経路を決めず、対象樹冠に届く量で検証する設計を示す。","summaryEn":"The abstract relates measured swath deposition to canopy deposits and flight-path overlap. Effective width should be validated against the target canopy rather than assumed from a catalog specification.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn264view1"},{"id":"it-21","title":"Application of Precision Agriculture for the Sustainable Management of Fertilization in Olive Groves","url":"https://www.unipa.it/persone/docenti/l/vitoarmando.laudicina/?idPubblicazione=677586&pagina=pubblicazione","publisher":"University of Palermo","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","nutrition","platform"],"summaryJa":"要旨を確認。土壌・葉分析、収量、樹体寸法、UAVを統合し、1本ごとの窒素収支からISOBUS対応散布機用の処方図を作成。画像と地上機械を接続する具体例。","summaryEn":"The abstract combines soil/leaf analysis, production, tree dimensions and UAV imagery into per-tree nitrogen budgets and ISOBUS-compatible prescription maps, linking aerial observations to ground machinery.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn264view2"},{"id":"it-22","title":"Spatial methodology for unmanned aerial spraying systems performance evaluation in vineyards","url":"https://iris.uniss.it/handle/11388/393509","publisher":"University of Sassari","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","physics"],"summaryJa":"検索情報のみ。樹冠構造と付着・浸透の関係を扱う論文候補。機関ページは403で本文を確認できず、評価結果は未採用。","summaryEn":"Search-only candidate on canopy architecture and spray deposition. The repository returned 403, so performance findings have not been adopted.","verification":"search-only","readScope":"search-result","sourceType":"research-paper","rankingEvidence":null,"ref":"turn259search0"},{"id":"it-23","title":"Evaluation of Multispectral Data Acquired from UAV Platform in Olive Orchard","url":"https://www.unipa.it/persone/docenti/o/santo.orlando/?idPubblicazione=676330&pagina=pubblicazione","publisher":"Università di Palermo","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","nutrition"],"summaryJa":"大学公開要旨では、UAVの樹冠面積・体積・植生指標と、幹断面積・葉窒素・樹別収量を照合。樹勢と収量の関係を示すが、単一指数だけで施肥量を決める根拠ではない。","summaryEn":"The university abstract links aerial canopy and vegetation metrics with trunk size, leaf nitrogen and tree-level yield. Associations support assessment, not a fertilizer prescription from one index alone.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn392view0"},{"id":"it-24","title":"Mapping vineyard quality using remote and proximal sensing","url":"https://iris.cnr.it/handle/20.500.14243/567910","publisher":"CNR","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","quality"],"summaryJa":"検索情報のみ。UAV・Sentinel-2とワイン品質のゾーン分けを扱う候補。機関ページを取得できず、品質差の因果関係は未評価。","summaryEn":"Search-only candidate combining UAV/Sentinel-2 information with vineyard quality zoning. The institutional page was unavailable; causal interpretation of quality differences is unassessed.","verification":"search-only","readScope":"search-result","sourceType":"research-paper","rankingEvidence":null,"ref":"turn259search19"},{"id":"it-25","title":"Practical Applications of a Multisensor UAV Platform Based on Multispectral, Thermal and RGB High Resolution Images in Precision Viticulture","url":"https://agris.fao.org/search/en/providers/122413/records/687a93529d6e0577321f4cfb","publisher":"MDPI / FAO AGRIS (publisher-supplied record)","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","history"],"summaryJa":"3種類のセンサーを同時搭載し、生育勢・水ストレス・欠株を別々に評価するブドウ園研究。撮影方式を増やすだけでなく、指標を用途別に検証する必要を示す。確認範囲は出版社提供の要旨。","summaryEn":"A three-sensor UAV assessed vine vigor, water stress and missing plants through different measurements. Multisensor collection requires application-specific validation. The publisher-supplied abstract was inspected.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn400view0"},{"id":"it-26","title":"Intercomparison of UAV, aircraft and satellite remote sensing platforms for precision viticulture","url":"https://agris.fao.org/search/en/records/687a83839d6e0577321e68ef","publisher":"MDPI / FAO AGRIS (publisher-supplied record)","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","economics","history"],"summaryJa":"イタリアの2ブドウ園でUAV・航空機・衛星のNDVIを比較。粗い生育差なら各方式は近い結果だが、細かな変動では低解像度画像が情報を落とす。面積別費用の結果は2015年研究の条件であり、現在の価格判断には流用しない。","summaryEn":"Publisher-supplied abstract compares NDVI from UAV, aircraft and satellite over two Italian vineyards. Coarse vegetation gradients agreed better than heterogeneous patterns. Area-dependent imagery costs describe the historical study, not current prices.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn396view0"},{"id":"it-27","title":"Cooperation of unmanned systems for agricultural applications: A case study in a vineyard","url":"https://iris.polito.it/handle/11583/2948300","publisher":"Politecnico di Torino","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["swarm","platform","navigation"],"summaryJa":"バローロ斜面ブドウ園の空地協調試験要旨。事前UAV点群から軽量な地図を作り、飛行機と四輪操舵の地上ロボットに共有する。予備結果であり、商用群制御の安定性や収益を保証するものではない。","summaryEn":"The abstract describes a Barolo hillside vineyard where preliminary UAV point clouds produce simplified maps for a quadrotor and four-wheel-steering ground robot. Results are preliminary, not proof of commercial fleet reliability or profitability.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn391view1"},{"id":"it-28","title":"Integrating UAVs and Canopy Height Models in Vineyard Management: A Time-Space Approach","url":"https://unifind.uniss.it/resource/item/158657?language=en-US","publisher":"University of Sassari","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","physics"],"summaryJa":"要旨を確認。3年の地上測定とUAV樹冠高モデルを比較し、従来の樹列体積推定との大きな差を報告。測定法を変えたとき、過去年との数値がそのまま比較可能とは限らない。","summaryEn":"The abstract compares three years of field measurements with UAV canopy-height models and reports substantial differences from conventional tree-row-volume estimates. Changing measurement methods can break historical comparability.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn281view1"},{"id":"it-29","title":"UAV and Machine Learning Based Refinement of a Satellite-Driven Vegetation Index for Precision Agriculture","url":"https://arxiv.org/abs/2004.14421","publisher":"arXiv author manuscript","language":"en","country":"IT","publishedDate":"2020-04-29","accessedDate":"2026-10-30","topics":["sensing","platform","history"],"summaryJa":"著者公開の要旨を確認。北イタリアのブドウ園でUAV画像を使い、列間植生が混ざる衛星NDVIを補正。3段階の樹勢地図へ簡素化するが、学習圃場以外の汎化は別途検証が必要。","summaryEn":"The author abstract uses a Northern Italian vineyard to refine satellite NDVI affected by inter-row cover with UAV imagery, producing three vigor classes. Transfer beyond the studied vineyard requires separate validation.","verification":"read","readScope":"abstract","sourceType":"author-manuscript","rankingEvidence":null,"ref":"turn281view2"},{"id":"it-30","title":"Vineyard Groundcover Biodiversity: Using Deep Learning to Differentiate Cover Crop Communities from Aerial RGB Imagery","url":"https://iris.unibs.it/handle/11379/636305","publisher":"University of Brescia / AgriEngineering","language":"en","country":"IT","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","biodiversity","ai"],"summaryJa":"要旨を確認。UAVのRGB画像から樹冠・裸地・草生群落を分類。単一園地・1回の飛行に基づくという限界を著者自身が示しており、地域全体の生物多様性監視の完成形ではない。","summaryEn":"The abstract classifies vine canopy, bare soil and groundcover communities using RGB UAV imagery. The authors explicitly limit applicability because the dataset covers one vineyard and one flight.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn281view3"}],"researchStatus":"reviewed-with-gaps","targetSources":30,"rankingNoteJa":"国別の包括的な閲覧数ランキングは未確認。掲載順は人気順ではありません。","rankingNoteEn":"No comprehensive country-level readership ranking was verified. Listing order is not a popularity ranking.","readSources":28,"candidateSources":2,"remainingToTarget":0,"readShortfall":2,"researchMethodJa":"行政・大学・研究論文・事業者の一次情報を現地語と英語で探索。要旨・抜粋・本文の確認範囲を分け、検索結果だけの資料は既読に数えない。","researchMethodEn":"Local-language and English searches prioritized regulators, universities, original papers and providers. Abstracts, selected passages and full material are distinguished; search-only candidates are not counted as read.","gapsJa":["国全体を共通期間・共通指標で比べる監査可能な閲覧数順位は確認できず、最も読まれた30記事とは表示しない。","資料集には学術要旨・公的ガイド・事例・研究計画を含む。計画や企業主張は実装済みの独立検証結果と区別する。","2件は本文への403・429・タイムアウト等により検索結果のみ。要旨を確認した資料も全文査読済みではない。"],"gapsEn":["No auditable countrywide readership ranking with a shared time window and metric was established; this is not a verified most-read top 30.","The collection includes abstracts, official guidance, cases and research plans. Proposals and provider claims are distinct from independently verified deployment results.","2 entries remain search-only after access failures including 403, 429 or timeouts. Abstract inspection is not full-text review."]},{"code":"TR","nameJa":"トルコ","nameEn":"Turkey","region":"West Asia","summaryJa":"稲作・果樹などの散布需要に加え、受託サービス、職業訓練、対象病害虫ごとの行政手続きが導入を左右する。","summaryEn":"Spray demand in rice and orchards interacts with contractor services, vocational training and pest-specific administrative processes.","historyJa":"2022年の用途・限界レビュー、2024年の選定・収益研究、2026年の現場課題と制度見直しの協議を確認した。","historyEn":"Sources trace 2022 application reviews, 2024 procurement/economic studies and 2026 discussions of field problems and regulatory changes.","prioritiesJa":["許可対象作物・病害虫の確認","受託面積と移動・補給時間の把握","収益相関を因果効果と混同しない"],"prioritiesEn":["Check eligible crops and pests","Track contracted area, travel and turnaround","Do not equate profit correlation with causation"],"rankingStatus":"not-verifiable","sources":[{"id":"tr-01","title":"İHA’larla Zirai Mücadelede Uygulama Şartları Belirlendi","url":"https://mugla.tarimorman.gov.tr/Haber/1283/Ihalarla-Zirai-Mucadelede-Uygulama-Sartlari-Belirlendi","publisher":"Muğla İl Tarım ve Orman Müdürlüğü","language":"tr","country":"TR","publishedDate":"2026-05-15","accessedDate":"2026-10-30","topics":["spraying","regulation"],"summaryJa":"県当局は対象病害虫、登録機体、航空登録、各実施前の地域許可を説明。農薬取扱資格と操縦の手続きは分けて確認する。","summaryEn":"The provincial authority describes eligible pests, registered equipment, aviation registration and local permission before applications.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn32view0","readScope":"selected-content"},{"id":"tr-02","title":"İHA sistemlerinin zirai mücadelede kullanımına ilişkin değerlendirme toplantısı gerçekleştirildi","url":"https://www.tarimorman.gov.tr/GKGM/Haber/1280/Iha-Sistemlerinin-Zirai-Mucadelede-Kullanimina-Iliskin-Degerlendirme-Toplantisi-Gerceklestirildi","publisher":"Ministry of Agriculture and Forestry","language":"tr","country":"TR","publishedDate":"2026-03-09","accessedDate":"2026-10-30","topics":["industry","regulation"],"summaryJa":"農業省は許可対象15病害虫の現場報告、県の許可業務、指針改訂案を議論。実装課題が機体性能だけでないことを示す。","summaryEn":"The ministry reviews field feedback, provincial permission processes and proposed guideline changes for applications covering 15 permitted pests.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn32view1","readScope":"selected-content"},{"id":"tr-03","title":"Tarımsal İnsansız Hava Araçları ile Pestisit Uygulamaları","url":"https://dergipark.org.tr/tr/pub/kuzfad/article/1181601","publisher":"Kırşehir Ahi Evran Üniversitesi Ziraat Fakültesi Dergisi","language":"tr","country":"TR","publishedDate":"2022-12-16","accessedDate":"2026-10-30","topics":["spraying","principles"],"summaryJa":"薬剤の量・時期に加えて散布装置選定が成果と環境影響を左右するというレビュー。本文の精読は未実施で、出版社の要旨を確認。","summaryEn":"The publisher abstract reviews how application equipment, dose and timing affect pesticide performance and environmental impact.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn97view0"},{"id":"tr-04","title":"Evaluation of Factors Affecting Rice Producers’ Drone Preferences Used in Agricultural Spraying","url":"https://dergipark.org.tr/tr/pub/joeep/article/1456664","publisher":"Journal of Emerging Economies and Policy","language":"tr","country":"TR","publishedDate":"2024-12-30","accessedDate":"2026-10-30","topics":["economics","procurement"],"summaryJa":"専門家4名を用いたSWARA法による購入基準研究。積載量を高く評価する結果だが、全国農家調査や普遍的選定基準ではない。","summaryEn":"The abstract reports a four-expert SWARA assessment in which payload ranked highly; this is not a nationwide farmer survey.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn97view1"},{"id":"tr-05","title":"The Effects of Agricultural Drone Use on Agricultural Production, Yield and Profitability: The Case of Samsun Province","url":"https://dergipark.org.tr/tr/pub/gopzfd/article/1590560","publisher":"Gaziosmanpaşa Üniversitesi Ziraat Fakültesi Dergisi","language":"tr","country":"TR","publishedDate":"2024-12-31","accessedDate":"2026-10-30","topics":["economics","rice"],"summaryJa":"サムスンの稲作で収益改善を報告する要旨を確認。著者も増益のすべてをドローンに帰属できないとし、因果効果や他地域への一般化は留保する。","summaryEn":"The Samsun rice study reports improved profitability but explicitly cautions that not all gains can be attributed to drone use.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn97view2"},{"id":"tr-06","title":"Tarımda Drone Kullanımı ve Geleceği","url":"https://dergipark.org.tr/tr/pub/ordubtd/article/1097519","publisher":"Ordu Üniversitesi Bilim ve Teknoloji Dergisi","language":"tr","country":"TR","publishedDate":"2022-06-30","accessedDate":"2026-10-30","topics":["history","sensing","principles"],"summaryJa":"機体構成、搭載カメラ、用途と限界を整理するレビュー。農学知識不足による誤用も論点とする。出版社の要旨を確認。","summaryEn":"The review abstract covers components, sensors, applications and limitations, including misuse when agronomic knowledge is lacking.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn97view3"},{"id":"tr-07","title":"The Second Transnational Meeting of the Digital Farmer Project Hosted by PAU","url":"https://haber.pau.edu.tr/haber/the-second-transnational-meeting-of-the-digital-farmer-project-hosted-by-pau","publisher":"Pamukkale University","language":"en","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","industry"],"summaryJa":"国際職業教育事業で教材、指導者育成、実演飛行を組み合わせた。機体普及には地域の教育基盤も必要と分かる。","summaryEn":"The vocational-education project combines training materials, trainer development and a drone demonstration, highlighting the skills infrastructure behind adoption.","verification":"read","readScope":"article","sourceType":"research-institution","rankingEvidence":null,"ref":"turn92view4"},{"id":"tr-08","title":"Drone era in agriculture: Efficient use of water resources is possible with drone technology","url":"https://www.gelisim.edu.tr/en/gelisim-news-drone-era-in-agriculture-efficient-use-of-water-resources-is-possible-with-drone-technology","publisher":"Istanbul Gelisim University","language":"en","country":"TR","publishedDate":"2023-12-01","accessedDate":"2026-10-30","topics":["irrigation","training"],"summaryJa":"大学による解説は灌漑判断と訓練人材の必要性を強調。定量的な節水効果を実験で証明した記事ではない。","summaryEn":"The university explainer emphasizes irrigation decisions and trained personnel; it does not provide a controlled estimate of water savings.","verification":"read","readScope":"article","sourceType":"research-institution","rankingEvidence":null,"ref":"turn92view5"},{"id":"tr-09","title":"Tarımda Dijital Dönüşüm İçin İHA-1 Ticari Pilot Eğitimi Tamamlandı","url":"https://tekirdag.tarimorman.gov.tr/Haber/2097/Tarimda-Dijital-Donusum-Icin-Iha-1-Ticari-Pilot-Egitimi-Tamamlandi","publisher":"Tekirdağ Provincial Directorate of Agriculture and Forestry","language":"tr","country":"TR","publishedDate":"2026-10-14","accessedDate":"2026-10-30","topics":["training","operations","industry"],"summaryJa":"2026年9月28日〜10月2日に農業向け商用操縦訓練を実施。地域開発支援を人材育成へ接続する事例であり、訓練の実施だけで農薬散布の個別許可が得られるとは示していない。","summaryEn":"A regional development program delivered agricultural commercial-pilot training in September–October 2026. It illustrates workforce development, not automatic authorization for individual pesticide applications.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn164view1","readScope":"selected-content"},{"id":"tr-10","title":"Konya Soil, Water and Desertification Research Institute — research departments","url":"https://arastirma.tarimorman.gov.tr/konyatopraksu/Menu/17/Bolumler","publisher":"Türkiye Ministry of Agriculture and Forestry","language":"tr","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation","sensing","platform"],"summaryJa":"土壌・植物・水の分析、UAV圃場監視、地上センサー、意思決定支援を同じ研究機関内で接続。乾燥地の灌漑最適化は空撮だけで完結せず、土壌分析と経営研究も必要になる。","summaryEn":"The institute connects laboratory soil/plant/water analysis, UAV field monitoring, ground sensors and decision support. Its program shows why irrigation optimization spans sensing, agronomy and farm economics.","verification":"read","sourceType":"government","rankingEvidence":null,"ref":"turn164view2","readScope":"selected-content"},{"id":"tr-11","title":"Identifying Agricultural Crops with Similar Spectral Properties Using Machine Learning Classifiers and SenseFly eBee SQ Multispectral UAV Images","url":"https://dergipark.org.tr/en/pub/ankutbd/article/1639091","publisher":"Journal of Agricultural Sciences","language":"en","country":"TR","publishedDate":"2026-01-20","accessedDate":"2026-10-30","topics":["sensing","classification"],"summaryJa":"要旨の調査設計を確認。エルジンジャン県の59haを対象に、分光特性が似るブドウ、アンズ、トマト、小麦、クローバーの分類を検討。複合作物の見分けには指数だけでなく形状と高さも関わる。","summaryEn":"The abstract introduction describes a 59 ha Erzincan study distinguishing spectrally similar crops. Crop identity, texture and object height matter when turning imagery into usable field inventories.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn184view0"},{"id":"tr-12","title":"UAV-Based Imaging and Artificial Intelligence Applications in Viticulture: Monitoring Plant Growth, Diseases, Pests, and Stress Factors","url":"https://dergipark.org.tr/tr/pub/joinabt/article/1970736","publisher":"Journal of Agricultural Biotechnology","language":"en","country":"TR","publishedDate":"2026-07-03","accessedDate":"2026-10-30","topics":["sensing","viticulture","ai"],"summaryJa":"レビュー要旨を確認。ブドウの樹冠、栄養、水分、病害虫を複数センサーと画像解析で追う方法を整理。計測対象ごとに指標を選ぶ資料であり、単一モデルの圃場検証ではない。","summaryEn":"The review abstract surveys sensors, vegetation indices and image analysis for vineyard growth and stress monitoring. It is a methods synthesis, not validation of one universal diagnosis model.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn180view1"},{"id":"tr-13","title":"Selection of Agricultural Spraying Drones for Forage Crop Producers: A Multi-Criteria Decision-Making Approach","url":"https://dergipark.org.tr/en/pub/mjss/article/1879235","publisher":"MANAS Journal of Social Studies","language":"en","country":"TR","publishedDate":"2026-10-24","accessedDate":"2026-10-30","topics":["economics","spraying","procurement"],"summaryJa":"要旨を確認。イズミルの経験ある生産者の評価を基に、散布性能・飛行時間・通信距離など相反する条件を比較。論文内の機種順位はその重み付けに依存し、一般的な購入推奨ではない。","summaryEn":"The abstract builds a multicriteria selection model from experienced İzmir growers. Spray performance, endurance and control range are priorities; its model-specific ranking is not a universal purchasing recommendation.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn180view2"},{"id":"tr-14","title":"Determination of Demonstrating Problematic Growth of Plants with Use Unmanned Air Vehicle (UAVs)","url":"https://dergipark.org.tr/tr/pub/tjse/article/668300","publisher":"Türk Bilim ve Mühendislik Dergisi","language":"en","country":"TR","publishedDate":"2020-06-25","accessedDate":"2026-10-30","topics":["sensing","history","decision-support"],"summaryJa":"要旨を確認。大学試験農場でNDVIとTGIを用いて生育の問題が疑われる場所を抽出。農家向け画面では指数の一覧より、現地確認を優先する区画へ変換できるかが論点になる。","summaryEn":"The abstract describes NDVI/TGI mapping on a university research farm to identify potentially problematic growth. The practical design question is how to turn indices into prioritized scouting areas.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn180view3"},{"id":"tr-15","title":"Üzüm Bağlarında İHA Kullanımı: Uçuş Parametrelerinin Pestisit Dağılımına Etkileri","url":"https://dergipark.org.tr/tr/pub/tarmak/article/1555800","publisher":"Tarım Makinaları Bilimi Dergisi","language":"tr","country":"TR","publishedDate":"2025-04-01","accessedDate":"2026-10-30","topics":["spraying","operations","physics"],"summaryJa":"要旨を確認。テキルダーのブドウ試験で飛行方向と液滴径を変え、上中下層の感水紙で付着を評価。葉の下層まで届く均一性が重要で、得られた設定を他作物へそのまま適用できるとは限らない。","summaryEn":"The abstract evaluates flight direction and droplet size using water-sensitive papers at three canopy levels in a Tekirdağ vineyard. Lower-canopy coverage is crucial; tested settings should not be generalized across crops.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn180view4"},{"id":"tr-16","title":"Pixel-Based Classification of Olive Trees Using Multi-Spectral UAV Images and Vegetation Indices","url":"https://research.itu.edu.tr/tr/publications/pixel-based-classification-of-olive-trees-using-multi-spectral-ua/","publisher":"Istanbul Technical University / ISPRS Archives","language":"en","country":"TR","publishedDate":"2026-01-27","accessedDate":"2026-10-30","topics":["sensing","classification"],"summaryJa":"大学掲載要旨を確認。オリーブと他の植生、土壌、人工物を区分するため、バンド・植生指数・分類法を比較。研究内の精度は特定データの結果で、別園地の精度保証ではない。","summaryEn":"The university-hosted abstract compares spectral bands, indices and classifiers for olive-tree mapping. Reported performance belongs to the tested dataset and does not guarantee transfer to other orchards.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn184view3"},{"id":"tr-17","title":"Evaluating Bare Soil Properties and Vegetation Indices for Digital Farming Applications from UAV-based Multispectral Images","url":"https://dergipark.org.tr/tr/pub/datasci/article/1662158","publisher":"Data Science and Applications","language":"en","country":"TR","publishedDate":"2023-11-21","accessedDate":"2026-10-30","topics":["sensing","soil","data"],"summaryJa":"要旨を確認。裸地のマルチスペクトル反射と土壌粒径組成の関係を検討。指数と土壌の相関を圃場単位で評価する研究であり、空撮だけで施肥処方を確定する根拠ではない。","summaryEn":"The abstract examines relationships between bare-soil multispectral signals and soil texture. Field-scale correlations support investigation, not fertilizer prescriptions inferred from imagery alone.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn184view4"},{"id":"tr-18","title":"Prioritizing Critical Factors for Agricultural Spraying Drones Adoption: A Multi-Criteria Decision-Making Approach in Adana","url":"https://dergipark.org.tr/tr/pub/cukurovaumfd/article/1618713","publisher":"Çukurova University Journal of Engineering","language":"en","country":"TR","publishedDate":"2025-07-02","accessedDate":"2026-10-30","topics":["economics","adoption","training"],"summaryJa":"要旨を確認。Adanaの農家調査では認知、使いやすさの認識、人手不足、技術支援が導入判断を左右する。機体価格だけで普及を説明せず、研修と保守体制を事業費に含める視点を示す。","summaryEn":"The abstract prioritizes awareness, perceived ease of use, labor scarcity and technical support in Adana growers’ adoption decisions. Training and service infrastructure matter alongside aircraft price.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn291view0"},{"id":"tr-19","title":"Determination of the Application Parameters of Spraying Drones for Crop Production in Hazelnut Orchards","url":"https://dergipark.org.tr/en/pub/jotaf/article/1105420","publisher":"Journal of Tekirdag Agricultural Faculty","language":"en","country":"TR","publishedDate":"2022-12-23","accessedDate":"2026-10-30","topics":["spraying","operations","history"],"summaryJa":"要旨を確認。Giresunの2021年試験は水と感水紙で高度・散布量を比較し、高度を上げると内側の葉への付着が減少。水による付着試験であり、害虫防除効果や農薬登録の証明ではない。","summaryEn":"The abstract describes 2021 Giresun water-sensitive-paper trials: greater height reduced inner-leaf deposition. This was a water-deposition study, not proof of pesticide efficacy or authorization.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn295view4"},{"id":"tr-20","title":"Drone Use in Agricultural Spraying: An Examination in Terms of Occupational Health and Safety","url":"https://agrifoodscience.com/index.php/TURJAF/article/view/7230","publisher":"Turkish Journal of Agriculture - Food Science and Technology","language":"en","country":"TR","publishedDate":"2025-03-14","accessedDate":"2026-10-30","topics":["operations","safety","industry"],"summaryJa":"要旨を確認。有資格散布会社の工程を観察し、作業者の農薬接触と省力化を検討。GPS接続不良、指令中の事故、悪天候も挙げており、遠隔化しても作業リスクは消えない。","summaryEn":"The abstract reports observing a licensed spraying company’s workflow, considering operator exposure and labor. GPS problems, aircraft accidents and weather remain relevant even when spraying is remote.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn291view2"},{"id":"tr-21","title":"The Effect of Restricted Irrigation Applications on Vegetation Index Based on UAV Multispectral Sensing","url":"https://doi.org/10.29133/yyutbd.910909","publisher":"Yuzuncu Yıl University Journal of Agricultural Sciences","language":"en","country":"TR","publishedDate":"2021-09-15","accessedDate":"2026-10-30","topics":["irrigation","sensing","history"],"summaryJa":"要旨を確認。飼料用トウモロコシの地表・地中点滴灌漑を9指数で比較。灌漑方法と生育時期により有効な指標が異なり、NDVI一種類にすべての判断を任せない根拠となる。","summaryEn":"The abstract compares nine indices across surface and subsurface drip treatments in silage maize. Useful indicators differ by irrigation system and growth period; a single NDVI rule is insufficient.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn291view3"},{"id":"tr-22","title":"UAV Image-Based Estimation of Surface Energy Balance Components in Sorghum under Different Irrigation Regimes","url":"https://dergipark.org.tr/en/pub/bsagriculture/article/1741177","publisher":"Black Sea Journal of Agriculture","language":"en","country":"TR","publishedDate":"2025-09-15","accessedDate":"2026-10-30","topics":["irrigation","sensing","physics"],"summaryJa":"要旨を確認。Bafra平原の2021年ソルガム試験で、熱・分光画像と二源エネルギー収支モデルを接続。点の地上観測と衛星の間にある圃場内変動を調べる役割を示す。","summaryEn":"The abstract couples thermal/multispectral imagery with a two-source energy-balance model in a 2021 Bafra sorghum trial, examining plot-scale variability between ground-point and satellite scales.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn295view0"},{"id":"tr-23","title":"Monitoring of Irrigation Schemes by Using Thermal Camera Mounted UAVs","url":"https://avesis.comu.edu.tr/yayin/bdd4bd9e-584a-4b1c-9e6e-2f7064a11c68/monitoring-of-irrigation-schemes-by-using-thermal-camera-mounted-uavs","publisher":"Çanakkale Onsekiz Mart University / Fresenius Environmental Bulletin","language":"en","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation","maintenance","history"],"summaryJa":"要旨を確認。2019年の研究は灌漑区画と漏水箇所の熱観測を検討。作物の異常だけでなく用水施設の保守箇所を絞る使い方で、観測時点による見え方の違いも示す。","summaryEn":"The 2019 abstract examines thermal mapping of irrigated parcels and leakage, using UAV observations to focus maintenance efforts. Timing of observation affects interpretation.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn295view1"},{"id":"tr-24","title":"Evaluating the Impact of Different UAV Thermal Sensors on Evapotranspiration Estimation","url":"https://acikerisim.omu.edu.tr/entities/publication/e2aad45f-e334-4a0d-99d7-64006f2b79b1","publisher":"Ondokuz Mayıs University / Infrared Physics & Technology","language":"en","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation","calibration","sensing"],"summaryJa":"要旨を確認。ソルガム試験では熱カメラ2種の違いより、強い水ストレス下でのモデル精度低下が課題。高価なセンサーへの交換だけでは推定誤差を解消できない場合がある。","summaryEn":"The abstract finds comparable ET estimates from two thermal sensors, while model errors increase under water stress. Replacing the camera alone may not resolve model limitations.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn295view2"},{"id":"tr-25","title":"UAV-based agricultural spraying: A study on spiral movements and pesticide optimization","url":"https://avesis.inonu.edu.tr/yayin/af275a4e-a09e-4791-a3f3-38c6d29b201e/uav-based-agricultural-spraying-a-study-on-spiral-movements-and-pesticide-optimization","publisher":"İnönü University / Egyptian Journal of Remote Sensing and Space Science","language":"en","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","navigation","operations"],"summaryJa":"要旨を確認。Malatyaの果樹で樹冠の大きさに応じて螺旋経路を割り当てる研究。エジプト誌掲載だが試験国はトルコ。効果率はこの比較条件に限るため、一般性能として転載しない。","summaryEn":"The abstract reports assigning spiral paths to canopy-size classes in Malatya. Despite publication in an Egyptian journal, the trial is Turkish; reported gains are specific to its comparison conditions.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn295view3"},{"id":"tr-26","title":"Drone Selection for Agricultural Enterprises with Interval Type-2 Fuzzy COPRAS Method","url":"https://dergipark.org.tr/en/pub/jrb/article/1447602","publisher":"Journal of Research in Business / DergiPark","language":"en","country":"TR","publishedDate":"2024-12-06","accessedDate":"2026-10-30","topics":["economics","procurement"],"summaryJa":"トルコで販売される2社7機種を9基準・専門家3人の評価で比較する要旨。評価軸の組み立てには使えるが、特定機種が全農家に最適という購入推奨ではない。","summaryEn":"The abstract compares seven alternatives sold in Türkiye using nine criteria and three experts. It informs selection criteria, not a universal recommendation to buy the highest-ranked model.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn339view0"},{"id":"tr-27","title":"Crop Shadow Detection in High Resolution Un-Manned Air Vehicle Images","url":"https://dergipark.org.tr/en/pub/omuanajas/article/826960","publisher":"Anadolu Journal of Agricultural Sciences / DergiPark","language":"en","country":"TR","publishedDate":"2021-06-15","accessedDate":"2026-10-30","topics":["analytics","sensing","quality-control"],"summaryJa":"ピーマンの影を3手法で検出する研究要旨。影が反射率や温度の解釈を変えるため、解析前処理が不可欠と示す。単一試験の分類精度を他作物への性能保証にしない。","summaryEn":"The abstract compares three methods for detecting pepper-canopy shadows. Shadows alter reflectance and thermal interpretation, making preprocessing important; single-study accuracy is not transferable performance assurance.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn339view1"},{"id":"tr-28","title":"Development of an Autonomous Drone-Based Irrigation Decision Support System Utilizing Image Processing and Machine Learning Techniques","url":"https://dergipark.org.tr/en/pub/cunas/article/1511336","publisher":"Cukurova University Journal of Natural and Applied Sciences","language":"en","country":"TR","publishedDate":"2024-12-31","accessedDate":"2026-10-30","topics":["irrigation","platform","analytics"],"summaryJa":"低価格カメラと機械学習でピーマンの水需要を推定し、灌漑区の電動弁を制御する研究要旨。UAVが大量の水を運ぶ仕組みではない。節水の主張はあるが要旨から一般的な効果量は確認できない。","summaryEn":"The abstract describes low-cost imaging and machine learning linked to electric irrigation valves in pepper plots. The drone does not carry bulk irrigation water. The abstract does not establish a transferable savings magnitude.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn344view0"},{"id":"tr-29","title":"A Multi-Purpose Agriculture Drone — proposed R&D project","url":"https://eureka.org.tr/sites/default/files/a_multi-purpose_agriculture_drone.pdf","publisher":"EUREKA Türkiye / Semai","language":"en","country":"TR","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","batteries","spreading"],"summaryJa":"液体散布と固形物散布の多目的機を開発する共同研究提案。機体・分配・推進系と、障害回避・自律操縦・電池・通信の担当を分ける。完成機の実証ではなく、供給網の分業を読む資料。","summaryEn":"A proposed joint R&D project separates airframe, distribution and propulsion work from avoidance, autopilot, batteries and communications. It illustrates supply-chain roles, not proven performance of a completed product.","verification":"read","readScope":"document","sourceType":"research-proposal","rankingEvidence":null,"ref":"turn342view3"},{"id":"tr-30","title":"Determination of the effectiveness of some unmanned aerial vehicles (UAVs) at different application volumes in herbicide control for wheat cultivation","url":"https://pubmed.ncbi.nlm.nih.gov/41066679/","publisher":"Journal of Environmental Science and Health B / PubMed","language":"en","country":"TR","publishedDate":"2025-10-09","accessedDate":"2026-10-30","topics":["spraying","calibration"],"summaryJa":"アダナの小麦で2機種・3散布量を比較し、感水紙で被覆・付着量・均一性を評価。機種と散布量で中央と端の分布が変わる。確認した要旨は付着評価が中心で、除草効果や採算を直接確定しない。","summaryEn":"The Adana wheat study compared two UAVs and three spray volumes using water-sensitive paper. Aircraft and volume affected coverage, deposition and edge uniformity. The inspected abstract establishes deposition results, not direct weed-control efficacy or profitability.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn400view1"}],"researchStatus":"reviewed-with-gaps","targetSources":30,"rankingNoteJa":"国別の包括的な閲覧数ランキングは未確認。掲載順は人気順ではありません。","rankingNoteEn":"No comprehensive country-level readership ranking was verified. Listing order is not a popularity ranking.","readSources":30,"candidateSources":0,"remainingToTarget":0,"readShortfall":0,"researchMethodJa":"行政・大学・研究論文・事業者の一次情報を現地語と英語で探索。要旨・抜粋・本文の確認範囲を分け、検索結果だけの資料は既読に数えない。","researchMethodEn":"Local-language and English searches prioritized regulators, universities, original papers and providers. Abstracts, selected passages and full material are distinguished; search-only candidates are not counted as read.","gapsJa":["国全体を共通期間・共通指標で比べる監査可能な閲覧数順位は確認できず、最も読まれた30記事とは表示しない。","資料集には学術要旨・公的ガイド・事例・研究計画を含む。計画や企業主張は実装済みの独立検証結果と区別する。"],"gapsEn":["No auditable countrywide readership ranking with a shared time window and metric was established; this is not a verified most-read top 30.","The collection includes abstracts, official guidance, cases and research plans. Proposals and provider claims are distinct from independently verified deployment results."]},{"code":"IL","nameJa":"イスラエル","nameEn":"Israel","region":"West Asia","summaryJa":"水ストレス観測、作物モデル、収穫ロボット、受粉研究がつながる。実用済みの地上技術と研究中の空中技術を区別することが重要。","summaryEn":"Water-stress sensing, crop models, harvesting robots and pollination research are connected. Commercial ground systems must be distinguished from exploratory aerial technologies.","historyJa":"公的農業研究機関のセンシング研究に加え、2016〜2017年設立の収穫・解析企業が産業化を担う。現時点の導入規模は各資料だけでは確定しない。","historyEn":"Public sensing research is complemented by harvesting and analytics ventures founded in 2016–2017; these sources do not establish nationwide deployment scale.","prioritiesJa":["灌漑判断へデータを変換","収穫データと物流を接続","群制御の研究と実運用認可を区別"],"prioritiesEn":["Translate observations into irrigation decisions","Connect harvest data to logistics","Separate swarm research from operational authorization"],"rankingStatus":"not-verifiable","sources":[{"id":"il-01","title":"The Department of Sensing Information And Mechanical Systems Engineering","url":"https://www.agri.gov.il/en/research-center/department/sensing-information-and-mechanical-systems-engineering/","publisher":"Volcani Institute","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","irrigation","platform","swarm"],"summaryJa":"熱画像による灌漑、UAV雑草検出、地上・空中ロボット群、意思決定支援を同一研究部門で扱う。実用効果は各研究で別途確認が必要。","summaryEn":"Volcani links thermal irrigation sensing, UAV weed detection, aerial and ground robotics, and decision support within one research program.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn32view3","readScope":"selected-content"},{"id":"il-02","title":"Decision Support Tool for Optimal Irrigation Management in Wheat Using Sensing and Modeling","url":"https://www.agri.gov.il/en/wanted-students/the-geoag-lab-seeks-a-doctorate-for-the-development-of-a-decision-support-tool-for-optimal-irrigation-management-in-wheat-using-remote-proximal-sensing-and-modeling/","publisher":"Volcani Institute","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation","platform"],"summaryJa":"冬小麦の灌漑判断にUAV・衛星・土壌測定・生育モデルを統合する研究計画。商用圃場試験も計画されるが完成製品の性能証明ではない。","summaryEn":"A research plan combines UAV/satellite imagery, soil data and crop models for wheat irrigation decisions; it does not establish a finished product’s performance.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn77view0","readScope":"selected-content"},{"id":"il-03","title":"Artificial Intelligence in Agriculture","url":"https://www.agri.gov.il/en/inter-centers/artificial-intelligence-in-agriculture/","publisher":"Volcani Institute","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","data-infrastructure"],"summaryJa":"計算基盤だけでなく熱画像・LiDAR・RTK・土壌センサを整備。AIの土台には継続した現場データ取得が必要と分かる。","summaryEn":"The center describes computing infrastructure alongside thermal, LiDAR, RTK and soil sensors, illustrating the field-data foundation of agricultural AI.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn77view2","readScope":"selected-content"},{"id":"il-04","title":"Assimilation of remote sensing measurements in crop growth models","url":"https://www.agri.gov.il/en/wanted-students/the-rozenstein-lab-is-looking-for-a-phd-post-doc-for-assimilation-of-remote-sensing-measurements-in-crop-growth-models-%F0%9F%94%AC-%F0%9F%9B%B0%EF%B8%8F/","publisher":"Volcani Institute","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","crop-models"],"summaryJa":"ドローン・衛星と気象を作物モデルへ同化する研究課題。地図を栽培判断へ変換する技術の位置付けが明確。","summaryEn":"The research combines drone and satellite observations with weather and crop models to support cultivation decisions.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn77view3","readScope":"selected-content"},{"id":"il-05","title":"Edete Explores Drone Technologies for Future Precision Pollination","url":"https://edetepta.com/post/edete-explores-drone-technologies-for-future-precisionpollination/","publisher":"Edete","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["pollination","operations"],"summaryJa":"商用地上受粉機と研究中のドローン受粉を区別。花粉の活性、花への付着、開花時期が重要で、散布飛行だけでは受粉成果にならない。","summaryEn":"Edete distinguishes its commercial ground system from exploratory aerial trials; pollen viability, flower deposition and timing matter beyond airborne dispersal.","verification":"read","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn77view5","readScope":"selected-content"},{"id":"il-06","title":"Mechanical interaction between robots in swarms and self assembling robots","url":"https://www.agri.gov.il/en/wanted-students/the-agricultural-robot-and-drone-swarm-lab-seeks-a-masters-student-for-a-mechanical-interaction-between-robots-in-swarms-and-self-assembling-robots/","publisher":"Volcani Institute","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["swarm","research"],"summaryJa":"大型農機を柔軟な群ロボットへ置き換える研究。機械同士と環境との相互作用を扱う研究募集であり、実用群飛行の認可や実績ではない。","summaryEn":"The lab investigates flexible swarms as alternatives to large machinery; this research description is not proof of commercial swarm authorization or deployment.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn77view6","readScope":"selected-content"},{"id":"il-07","title":"Autonomous Fruit Harvesting Technology","url":"https://www.tevel-tech.com/technology/","publisher":"Tevel","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["harvesting","swarm","data"],"summaryJa":"果実検出、軌道計画、接触時の姿勢制御、群の作業配分と収穫データを説明するメーカー資料。効率等は独立実証として扱わない。","summaryEn":"The manufacturer describes fruit detection, path planning, contact stabilization, fleet scheduling and harvest data; performance claims are not independent validation.","verification":"read","readScope":"article","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn128view3"},{"id":"il-08","title":"AgroScout — Israel Innovation Authority investment profile","url":"https://innovationisrael.org.il/en/importWinner/515637254/","publisher":"Israel Innovation Authority","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","platform"],"summaryJa":"2017年設立の解析企業を紹介。利用者が集める画像を作物の健康・生物量の判断材料へ変える事業モデルを示す。","summaryEn":"The authority profile describes a company founded in 2017 that turns user-collected imagery into crop-health and biomass analytics.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn128view4"},{"id":"il-09","title":"Tevel Aerobotics Technologies — Israel Innovation Authority investment profile","url":"https://innovationisrael.org.il/en/importWinner/515506418/","publisher":"Israel Innovation Authority","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","harvesting","data"],"summaryJa":"収穫ロボット企業の公的投資情報。果実重量・熟度・位置等を出荷前に把握するデータ機能を紹介している。","summaryEn":"The public investment profile describes fruit-picking robots and harvest data such as weight, ripeness and location before delivery to packing.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn128view5"},{"id":"il-10","title":"Linking plant water status dynamics to yield and fruit cracking in citrus orchards using UAV multi-sensor data and machine learning","url":"https://cris.bgu.ac.il/en/publications/linking-plant-water-status-dynamics-to-yield-and-fruit-cracking-i/","publisher":"Ben-Gurion University / Agricultural Water Management","language":"en","country":"IL","publishedDate":"2026-08-01","accessedDate":"2026-10-30","topics":["sensing","irrigation","quality"],"summaryJa":"要旨を確認。イスラエルのマンダリン園で3年の水分動態と裂果を追跡。単回のストレス地図より生育段階ごとの変化が重要で、熱波など年次条件も品質リスクに関係する。","summaryEn":"The abstract links multi-year UAV and physiological observations in an Israeli mandarin orchard to yield and cracking. Seasonal trajectories and heat events matter beyond a single stress map.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn214view0"},{"id":"il-11","title":"Irrigation uniformity assessment with high-resolution aerial sensors","url":"https://cris.bgu.ac.il/en/publications/irrigation-uniformity-assessment-with-high-resolution-aerial-sens-2/","publisher":"Ben-Gurion University / International Journal of Applied Earth Observation and Geoinformation","language":"en","country":"IL","publishedDate":"2025-03-01","accessedDate":"2026-10-30","topics":["irrigation","sensing","operations"],"summaryJa":"要旨を確認。フラ渓谷の落花生、北部の果樹園、豪州のブドウ園で灌漑むらを比較。移動装置の挙動、土壌差、過去の管理が原因となり、色むらを一律に水不足と判断できない。","summaryEn":"The abstract compares Israeli peanut fields and orchards with Australian vineyards. Equipment motion, soil variation and management history explain irrigation patterns, so uneven imagery cannot be interpreted as water shortage alone.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn214view1"},{"id":"il-12","title":"Modeling seasonal water status and predicting yield in almond orchards using UAV multi-sensor and meteorological data","url":"https://cris.bgu.ac.il/en/publications/modeling-seasonal-water-status-and-predicting-yield-in-almond-orc-2/","publisher":"Ben-Gurion University / Agricultural Water Management","language":"en","country":"IL","publishedDate":"2025-11-01","accessedDate":"2026-10-30","topics":["sensing","irrigation","yield"],"summaryJa":"要旨を確認。2作期・60本のアーモンドを対象に、UAV、気象、灌漑、樹体計測を統合。収量と水ストレスのモデルは独立試験区でも評価したが、全作物への一般化を実証したわけではない。","summaryEn":"The abstract combines UAV, weather, irrigation and physiological measurements over two seasons and 60 almond trees. Independent-plot testing strengthens evaluation but does not establish transfer to every crop or region.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn214view2"},{"id":"il-13","title":"Thermal imaging for identification of malfunctions in subsurface drip irrigation in orchards","url":"https://cris.technion.ac.il/en/publications/thermal-imaging-for-identification-of-malfunctions-in-subsurface-/","publisher":"Technion / Precision Agriculture","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","maintenance","irrigation"],"summaryJa":"要旨を確認。地中点滴灌漑の詰まりと漏水をUAV熱画像で分類。アーモンドとホホバでは誤検出の傾向が異なるため、異常地図は現地確認の優先順位として使う視点が必要。","summaryEn":"The abstract distinguishes subsurface drip clogs and leaks with UAV thermal imagery. False-positive behavior differs between almond and jojoba plantations, reinforcing the role of maps in prioritizing field inspection.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn214view3"},{"id":"il-14","title":"Tevel Partners with Unifrutti, Expands to South America","url":"https://www.tevel-tech.com/press-release-tevel-partners-with-unifrutti-expands-to-south-america/","publisher":"Tevel","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["harvesting","swarm","industry"],"summaryJa":"イスラエル企業のチリ展開事例。地上プラットフォームと8機の収穫ロボットを連携し、収穫情報を選果工程へ渡す。性能評価は企業発表で、独立した費用対効果検証ではない。","summaryEn":"This Israeli supplier reports deployment in Chile using eight flying harvesters on a ground platform and data flowing to packing operations. Performance statements are company claims, not independent economic validation.","verification":"read","readScope":"article","sourceType":"manufacturer","rankingEvidence":null,"ref":"turn216view1"},{"id":"il-15","title":"HMC Farms announces autonomous drone harvest pilot program","url":"https://www.hmcfarms.com/hmc-farms-announces-autonomous-drone-harvest-pilot-program/","publisher":"HMC Farms","language":"en","country":"IL","publishedDate":"2022-08-17","accessedDate":"2026-10-30","topics":["harvesting","history","economics"],"summaryJa":"イスラエルTevelの米国実証を農園自身が報告。高密植果樹園の設計が桃・ネクタリン・プラムのロボット収穫を可能にしたと説明。機械導入には樹形や圃場設計も関係する。","summaryEn":"The US grower reports its 2022 pilot with Israeli Tevel robots. It links compatibility to high-density orchard design, showing that adoption depends on planting architecture as well as aircraft capability.","verification":"read","readScope":"article","sourceType":"grower","rankingEvidence":null,"ref":"turn216view2"},{"id":"il-16","title":"EP3500086B1 — System and method for drone fleet management for harvesting and dilution","url":"https://patents.google.com/patent/EP3500086B1","publisher":"Tevel / European patent publication","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["swarm","platform","physics"],"summaryJa":"特許の説明と請求項を確認。収穫機群、樹木ID、熟度、収穫済み情報、給電と基地を統合する設計を記述。特許の存在は市場性能や飛行許可の証明ではない。","summaryEn":"The patent describes integrating aircraft fleets, tree identities, ripeness, harvested-fruit status, energy supply and base stations. A patent documents design claims, not proven commercial performance or operating permission.","verification":"read","readScope":"description and claims excerpts","sourceType":"patent","rankingEvidence":null,"ref":"turn216view3"},{"id":"il-17","title":"Open Sesame: New Drone Technology Developed by Hebrew University Detects Crop Stress","url":"https://www.afhu.org/2025/07/02/open-sesame-new-drone-technology-developed-by-hebrew-university-detects-crop-stress/","publisher":"American Friends of the Hebrew University","language":"en","country":"IL","publishedDate":"2025-07-02","accessedDate":"2026-10-30","topics":["sensing","nutrition","irrigation"],"summaryJa":"大学関係機関による研究紹介。ゴマの窒素不足と水不足が同時に起こる状況を複数カメラで識別。ストレス検出と実際の節水・減肥効果は分けて検証する必要がある。","summaryEn":"The university-affiliated report describes multisensor detection of combined nitrogen and water stress in sesame. Classification performance should be distinguished from demonstrated reductions in water or fertilizer use.","verification":"read","readScope":"article","sourceType":"research-institution","rankingEvidence":null,"ref":"turn220view0"},{"id":"il-18","title":"Precision management in Avocado: UAV-based monitoring of nitrogen use efficiency, yield, and postharvest quality","url":"https://cris.bgu.ac.il/en/publications/precision-management-in-avocado-uav-based-monitoring-of-nitrogen-/","publisher":"Ben-Gurion University / Smart Agricultural Technology","language":"en","country":"IL","publishedDate":"2026-08-01","accessedDate":"2026-10-30","topics":["sensing","nutrition","quality"],"summaryJa":"要旨を確認。Gilat、Kfar Menachem、Kabriの条件が異なる3拠点で、樹冠形状・窒素・気象を収量と収穫後品質へ結ぶ。施肥量だけでは腐敗リスクを説明できず、品種や作期を広げた検証が課題。","summaryEn":"The abstract evaluates three contrasting Israeli sites, connecting canopy structure, nitrogen and weather to avocado yield and postharvest quality. It calls for further validation across sites, seasons and cultivars.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn232view0"},{"id":"il-19","title":"Bridging the gap between leaf and canopy nitrogen content in almond orchard with UAV-based sensor fusion","url":"https://cris.bgu.ac.il/en/publications/bridging-the-gap-between-leaf-and-canopy-nitrogen-content-in-almo-2/","publisher":"Ben-Gurion University / Smart Agricultural Technology","language":"en","country":"IL","publishedDate":"2025-12-01","accessedDate":"2026-10-30","topics":["sensing","nutrition","data"],"summaryJa":"要旨を確認。葉の窒素濃度を樹全体の窒素量へ拡張するため、LiDAR、分光、地上採取、気象を同期。品種と生育段階で変わるため、一つの植生指数から一律の施肥量へ直結させない。","summaryEn":"The abstract combines LiDAR, multispectral imagery, field samples and weather to move from leaf concentration to canopy nitrogen. Cultivar and growth stage influence interpretation and fertilizer decisions.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn232view1"},{"id":"il-20","title":"Multi-scale remote sensing for sustainable citrus farming: Predicting canopy nitrogen content using UAV-satellite data fusion","url":"https://cris.bgu.ac.il/en/publications/multi-scale-remote-sensing-for-sustainable-citrus-farming-predict-2/","publisher":"Ben-Gurion University / Smart Agricultural Technology","language":"en","country":"IL","publishedDate":"2025-08-01","accessedDate":"2026-10-30","topics":["sensing","platform","nutrition"],"summaryJa":"要旨を確認。Hefer渓谷の商業果樹園でUAV、Sentinel-2、樹冠構造、葉分析を統合。空間・時間・波長の解像度差を調整する工程が、広域観測と1本単位の管理をつなぐ。","summaryEn":"The abstract studies commercial Hefer Valley citrus, combining UAV, Sentinel-2, canopy structure and leaf analysis. Reconciling spatial, temporal and spectral resolutions connects broad observation to tree-level management.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn232view2"},{"id":"il-21","title":"An Agronomist in Your Smartphone","url":"https://innovationisrael.org.il/en/article/an-agronomist-in-your-smartphone/","publisher":"Israel Innovation Authority","language":"en","country":"IL","publishedDate":"2023-11-26","accessedDate":"2026-10-30","topics":["industry","platform","economics"],"summaryJa":"Taranisの撮影運航込みサービスとAgroScoutの市販端末を使う解析サービスを比較できる取材記事。画像品質、専門家のラベル付け費用、農家への判断伝達が事業設計を左右する。数値は当時の企業説明。","summaryEn":"Interviews contrast Taranis’s managed imaging service with AgroScout’s commercially available device approach. Image quality, expert labeling costs and farmer-facing decisions shape business models; company figures are historical claims.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn235view0"},{"id":"il-22","title":"The Use of Drones to Determine Rodent Location and Damage in Agricultural Crops","url":"https://cris.haifa.ac.il/en/publications/the-use-of-drones-to-determine-rodent-location-and-damage-in-agri-2/","publisher":"University of Haifa","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","pest-monitoring"],"summaryJa":"9圃場のアルファルファで、UAV植生情報と捕獲・巣穴・収量を照合した研究要旨。被害との関係は齧歯類の種によって違い、植生指数だけで一律に個体数を確定するものではない。","summaryEn":"The abstract compares aerial vegetation data with traps, burrows and yield in nine alfalfa fields. Relationships differ by rodent species; a vegetation index alone does not determine pest counts universally.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn350view0"},{"id":"il-23","title":"Airborne transport of herbicides from UAV applications under varied operational and meteorological conditions","url":"https://cris.technion.ac.il/en/publications/airborne-transport-of-herbicides-from-uav-applications-under-vari/","publisher":"Technion","language":"en","country":"IL","publishedDate":"2026-05-25","accessedDate":"2026-10-30","topics":["spraying","drift","safety"],"summaryJa":"研究要旨では、感水紙などの沈着が少なくても全UAV試験で空中の農薬ドリフトを検出。高さ・速度・気象条件と測定方法を併せて評価する必要があり、感水紙だけで飛散ゼロとは判断できない。","summaryEn":"The abstract reports airborne pesticide drift in all UAV trials, including cases with little detected deposition. Flight conditions and active air sampling matter; water-sensitive papers alone cannot demonstrate zero airborne drift.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn350view1"},{"id":"il-24","title":"Data-driven estimation of actual evapotranspiration to support irrigation management: Testing two novel methods based on an unoccupied aerial vehicle and an artificial neural network","url":"https://cris.bgu.ac.il/en/publications/data-driven-estimation-of-actual-evapotranspiration-to-support-ir-3/","publisher":"Ben-Gurion University","language":"en","country":"IL","publishedDate":"2023-06-01","accessedDate":"2026-10-30","topics":["irrigation","farmer-interface","analytics"],"summaryJa":"加工用トマトでUAVとニューラルネットの灌漑推奨をモバイルアプリで農家へ伝える試験要旨。熟練者・土壌センサーによる管理と同等の結果であり、既に良い管理から大幅節水できるとの結論ではない。","summaryEn":"In processing tomatoes, irrigation recommendations were delivered through a mobile app. The abstract reports agreement with expert, soil-sensor-supported management, not large guaranteed savings over already good practice.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn351view0"},{"id":"il-25","title":"Applying high-resolution visible-channel aerial imaging of crop canopy to precision irrigation management","url":"https://cris.bgu.ac.il/en/publications/applying-high-resolution-visible-channel-aerial-imaging-of-crop-c-2/","publisher":"Ben-Gurion University","language":"en","country":"IL","publishedDate":"2019-05-01","accessedDate":"2026-10-30","topics":["irrigation","sensing","economics"],"summaryJa":"上ガリラヤの2017–2018年ラッカセイ・綿花試験の要旨。一般的なRGBカメラから得る被覆率を灌漑評価へ使う。目的次第で高価なセンサーが必須ではないが、全用途でRGBが優位とは言えない。","summaryEn":"The abstract describes 2017–2018 peanut and cotton trials in Upper Galilee using consumer RGB imagery for canopy cover and irrigation assessment. Expensive sensors are not always essential, but RGB is not universally superior.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn351view1"},{"id":"il-26","title":"Dynamic approaches to precision irrigation of cotton","url":"https://cris.bgu.ac.il/en/publications/dynamic-approaches-to-precision-irrigation-of-cotton-2/","publisher":"Ben-Gurion University","language":"en","country":"IL","publishedDate":"2025-08-01","accessedDate":"2026-10-30","topics":["irrigation","management-zones","economics"],"summaryJa":"綿花の管理区画を固定せず週ごとに見直す可変灌漑研究の要旨。生育初期は成長、後期は水状態に着目する。水生産性の改善は試験条件に依存し、再撮影・再区画化の費用も評価対象。","summaryEn":"The abstract tests weekly revisions to cotton irrigation zones, shifting from growth indicators to plant water status as the season progresses. Water-productivity benefits depend on trial conditions and the costs of repeated sensing and rezoning.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn351view2"},{"id":"il-27","title":"רחפנים יזהו זני חיטה פחות פגיעים ליובש","url":"https://new.huji.ac.il/news/%D7%A8%D7%97%D7%A4%D7%A0%D7%99%D7%9D-%D7%99%D7%96%D7%94%D7%95-%D7%96%D7%A0%D7%99-%D7%97%D7%99%D7%98%D7%94-%D7%A4%D7%97%D7%95%D7%AA-%D7%A4%D7%92%D7%99%D7%A2%D7%99%D7%9D-%D7%9C%D7%99%D7%95%D7%91%D7%A9/","publisher":"Hebrew University","language":"he","country":"IL","publishedDate":"2025-08-05","accessedDate":"2026-10-30","topics":["breeding","sensing","history"],"summaryJa":"多数の小麦試験区を短時間で撮影し、生理形質と遺伝的マーカーを関連づける研究の大学報告。UAVの価値が当年の散布だけでなく、耐乾性品種の選抜にもあると示す。","summaryEn":"A university report describes rapid imaging of many wheat plots and linking physiological traits with genetic markers. UAV value extends to drought-tolerant breeding, beyond immediate field treatment.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn354view0"},{"id":"il-28","title":"Consumer-grade UAV utilized for detecting and analyzing late-season weed spatial distribution patterns in commercial onion fields","url":"https://link.springer.com/article/10.1007/s11119-021-09786-y","publisher":"Springer Nature / Precision Agriculture","language":"en","country":"IL","publishedDate":"2021-01-22","accessedDate":"2026-10-30","topics":["weeds","sensing","analytics"],"summaryJa":"11の商業タマネギ圃場で終盤の雑草分布を調べた公開要旨。局所的な分布は精密除草の候補地把握に有用だが、実際の散布削減量の検証とは別。本文は購読制のため未読。","summaryEn":"The public abstract maps late-season weeds in eleven commercial onion fields. Patchiness supports targeted-management planning, but does not itself verify reduced herbicide use. The subscription full text was not read.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn354view1"},{"id":"il-29","title":"Harvey – Small Fruit Picking Drone","url":"https://aerospace.technion.ac.il/projects/harvey-small-fruit-picking-drone/","publisher":"Technion","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["flight-principles","harvesting","power"],"summaryJa":"学生試作機は電池の代わりに給電ケーブルを選び、飛行試験で予想以下の性能に直面。大学はケーブルと未モデル化の気流干渉を推定原因と報告する。電源方式と空力を一体で検証する教材。","summaryEn":"A student fruit-picking prototype used a power cable instead of batteries. Flight performance was below expectations, with the cable and unmodeled airflow interference proposed as causes. Power architecture and aerodynamics require joint testing.","verification":"read","readScope":"article","sourceType":"university-project","rankingEvidence":null,"ref":"turn356view0"},{"id":"il-30","title":"Agriculture and Field Robots — air–ground collaboration and aerial tree scanning","url":"https://cear.net.technion.ac.il/agriculture-and-field-robots/","publisher":"Technion CEAR Lab","language":"en","country":"IL","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","localization","sensing"],"summaryJa":"研究室の空地協調では下向きUAVカメラを地上ロボットの位置推定へ利用。樹木3D観測では飛行制御と点群結合が課題となる。農場OSを観測・位置・行動の連携として考える資料。","summaryEn":"The lab describes downward aerial imaging to aid ground-robot localization and 3D tree scanning that couples flight control with point-cloud assembly. These are research systems, not evidence of nationwide commercial deployment.","verification":"read","readScope":"article","sourceType":"university-project","rankingEvidence":null,"ref":"turn357view0"}],"researchStatus":"reviewed-with-gaps","targetSources":30,"rankingNoteJa":"国別の包括的な閲覧数ランキングは未確認。掲載順は人気順ではありません。","rankingNoteEn":"No comprehensive country-level readership ranking was verified. Listing order is not a popularity ranking.","readSources":30,"candidateSources":0,"remainingToTarget":0,"readShortfall":0,"researchMethodJa":"行政・大学・研究論文・事業者の一次情報を現地語と英語で探索。要旨・抜粋・本文の確認範囲を分け、検索結果だけの資料は既読に数えない。","researchMethodEn":"Local-language and English searches prioritized regulators, universities, original papers and providers. Abstracts, selected passages and full material are distinguished; search-only candidates are not counted as read.","gapsJa":["国全体を共通期間・共通指標で比べる監査可能な閲覧数順位は確認できず、最も読まれた30記事とは表示しない。","資料集には学術要旨・公的ガイド・事例・研究計画を含む。計画や企業主張は実装済みの独立検証結果と区別する。"],"gapsEn":["No auditable countrywide readership ranking with a shared time window and metric was established; this is not a verified most-read top 30.","The collection includes abstracts, official guidance, cases and research plans. Proposals and provider claims are distinct from independently verified deployment results."]},{"code":"SA","nameJa":"サウジアラビア","nameEn":"Saudi Arabia","region":"West Asia","summaryJa":"乾燥・塩分・地下水制約が精密農業の中心課題。UAVの細部観測を衛星の反復観測と組み合わせ、水と作物の状態を把握する研究が厚い。","summaryEn":"Aridity, salinity and groundwater constraints shape precision agriculture. Research combines UAV detail with repeated satellite coverage to monitor crops and water.","historyJa":"2010年代の圃場高・塩ストレス試験から、水会計、温室AI、複数センサによる国土規模の観測へと研究対象が広がる。","historyEn":"Research expands from 2010s crop-height and salinity trials toward water accounting, greenhouse AI and multisensor landscape monitoring.","prioritiesJa":["地上基準データで推定を検証","塩ストレス条件別にモデルを評価","水節約と収量を同時に検証"],"prioritiesEn":["Validate estimates against field reference data","Evaluate models across salinity treatments","Measure water savings alongside yield"],"rankingStatus":"not-verifiable","sources":[{"id":"sa-01","title":"AI-Driven Earth Observation with UAV and Satellite Data","url":"https://admissions.kaust.edu.sa/internship/search/project/ai-driven-earth-observation-with-uav-and-satellite-data","publisher":"KAUST","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform","ai"],"summaryJa":"HALO研究は乾燥地で衛星・UAV・地上基準データを統合。分類や生物物理量推定の評価を研究課題として示す。","summaryEn":"The HALO project combines satellite, UAV and field-reference data for arid-region monitoring, with model evaluation as an explicit research task.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn32view5","readScope":"selected-content"},{"id":"sa-02","title":"Saudi Food Futures Forum: KAUST making desert agriculture sustainable","url":"https://www.kaust.edu.sa/en/news/saudi-food-futures-forum--kaust-making-desert-agriculture-sustainable","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2025-11-12","accessedDate":"2026-10-30","topics":["industry","economics","ai"],"summaryJa":"乾燥地農業の研究・現場実証・事業性をつなぐ会合。温室の多センサUAVと軽量AIも紹介するが、汎用的な収益保証ではない。","summaryEn":"The forum links desert-agriculture research, field validation and commercial viability, including multisensor UAVs and lightweight AI for greenhouses.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn53view0","readScope":"selected-content"},{"id":"sa-03","title":"A drone on crop resources","url":"https://discovery.kaust.edu.sa/en/article/6182/a-drone-on-crop-resources/","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2019-03-17","accessedDate":"2026-10-30","topics":["sensing","battery","history"],"summaryJa":"50haトウモロコシ圃場の生育高を固定翼UAVで追跡。幼植物の解像、解析負荷、低空飛行と電池航続のトレードオフも述べる。","summaryEn":"A fixed-wing UAV monitored crop height across a 50-ha maize field; young plants, processing demand and the resolution/endurance trade-off remained limitations.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn53view1","readScope":"selected-content"},{"id":"sa-04","title":"As above, so below: Remote sensing tools further carbon research","url":"https://www.kaust.edu.sa/en/news/as-above--so-below--remote-sensing-tools-further-carbon-research","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2022-03-08","accessedDate":"2026-10-30","topics":["sensing","irrigation","calibration"],"summaryJa":"HALOのオリーブ、キヌア、トマト観測を紹介。空中画像を地上測定と校正で裏付ける研究工程が中心となる。","summaryEn":"The account describes olive, quinoa and tomato monitoring and shows why aerial imagery requires calibration and ground measurements.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn53view2","readScope":"selected-content"},{"id":"sa-05","title":"Here’s one way to protect Earth’s groundwater: guard it from space","url":"https://www.kaust.edu.sa/en/news/here-s-one-way-to-protect-earth-s-groundwater--guard-it-from-space","publisher":"KAUST","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","water-accounting","sensing"],"summaryJa":"ドローンの詳細観測と衛星の広域反復を合わせ、作物と水消費を農地単位で整理する水会計の研究を紹介。","summaryEn":"The research account combines detailed drone observation with repeated satellite coverage to build field-level crop and water-use accounting.","verification":"read","sourceType":"research-institution","rankingEvidence":null,"ref":"turn53view3","readScope":"selected-content"},{"id":"sa-06","title":"Phenotyping a diversity panel of quinoa using UAV-retrieved leaf area index, SPAD-based chlorophyll and a random forest approach","url":"https://link.springer.com/article/10.1007/s11119-021-09870-3","publisher":"Precision Agriculture","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","salinity","phenotyping"],"summaryJa":"キヌアの葉面積指数と葉緑素を多波長画像から推定。塩水処理の違いがモデルの適合性に影響し、作物条件別の検証が必要。","summaryEn":"Multispectral UAV estimates of quinoa leaf area and chlorophyll show why treatment conditions and model validation matter in salinity experiments.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn82view0","readScope":"selected-content"},{"id":"sa-07","title":"Predicting Biomass and Yield in a Tomato Phenotyping Experiment Using UAV Imagery and Random Forest","url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2020.00028/full","publisher":"Frontiers in Artificial Intelligence","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","yield","salinity"],"summaryJa":"ハダ・アルシャームでトマトを試験。全体平均が合っても個体予測は外れ得ること、砂嵐後の再観測が重要なことを示す。","summaryEn":"The Hada Al-Sham tomato trial shows that accurate averages can mask individual-plant errors and that observations after sandstorms improved representativeness.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn82view1","readScope":"selected-content"},{"id":"sa-08","title":"Unmanned Aerial Vehicle-Based Phenotyping Using Morphometric and Spectral Analysis Can Quantify Responses of Wild Tomato Plants to Salinity Stress","url":"https://halo.kaust.edu.sa/publications/2019/unmanned-aerial-vehicle-based-phenotyping-using-morphometric-and-spectral-analysis-can-quantify-responses-of-wild-tomato-plants-to-salinity-stress","publisher":"KAUST / Frontiers in Plant Science","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","history","salinity"],"summaryJa":"大学掲載の要旨を確認。野生トマトの対照区と塩処理区を反復撮影し、個体面積・成長・被覆率から耐塩性と収量の選抜を検討。枯死・老化株では自動検出の欠落が増える。","summaryEn":"The university-hosted abstract describes repeated UAV imaging of control and salt-treated wild tomatoes. Plant traits support tolerance screening; dead and senescent plants increase detection omissions.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn161view1","readScope":"abstract"},{"id":"sa-09","title":"Automated Georectification and Mosaicking of UAV-Based Hyperspectral Imagery from Push-Broom Sensors","url":"https://halo.kaust.edu.sa/publications/2020/automated-georectification-and-mosaicking-of-uav-based-hyperspectral-imagery-from-push-broom-sensors","publisher":"KAUST / Remote Sensing","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","platform","operations"],"summaryJa":"要旨を確認。飛行姿勢で歪むハイパースペクトル走査画像をRGBオルソ画像に位置合わせし、標定点と処理作業の負担を抑える手法。撮影後の計算工程も現場能力の一部になる。","summaryEn":"The abstract describes aligning distorted push-broom hyperspectral scans to RGB orthophotos. Ground control and processing effort matter alongside flight capacity in operational sensing workflows.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn163view0","readScope":"abstract"},{"id":"sa-10","title":"A Calibration Procedure for Field and UAV-Based Uncooled Thermal Infrared Instruments","url":"https://halo.kaust.edu.sa/publications/2020/a-calibration-procedure-for-field-and-uav-based-uncooled-thermal-infrared-instruments","publisher":"KAUST / Sensors","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","calibration","operations"],"summaryJa":"要旨を確認。非冷却式熱カメラの周囲温度依存、周辺減光、測定偏りを黒体基準で補正。熱画像の色だけを水ストレス診断に直結させず、校正条件を記録する必要性を示す。","summaryEn":"The abstract evaluates black-body calibration for ambient-temperature effects, vignetting and bias in thermal sensors. Reliable crop-temperature interpretation requires calibration metadata rather than color maps alone.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn163view1","readScope":"abstract"},{"id":"sa-11","title":"Current Practices in UAS-based Environmental Monitoring","url":"https://halo.kaust.edu.sa/publications/2020/current-practices-in-uas-based-environmental-monitoring","publisher":"KAUST / Remote Sensing","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations","platform"],"summaryJa":"要旨を確認。KAUSTを含む国際共同研究が観測から処理までの依存関係と品質管理を整理。全環境に共通の万能手順はなく、作物・地形・観測条件に応じた運用設計が必要。","summaryEn":"The abstract of this international collaboration maps dependencies across UAS data collection and processing. It explicitly rejects a universal protocol for every environment and supports context-specific quality control.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn163view2","readScope":"abstract"},{"id":"sa-12","title":"A blossoming field of precision agriculture","url":"https://discovery.kaust.edu.sa/en/article/5688/a-blossoming-field-of-precision-agriculture/","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2016-11-05","accessedDate":"2026-10-30","topics":["sensing","history","water"],"summaryJa":"2016年のKAUSTによる報告。サウジ圃場のUAV観測と衛星データを、作物状態・水利用の意思決定支援へ結ぶ研究の変遷がわかる。自律的な農家向け報告システムは当時の開発目標。","summaryEn":"A 2016 institutional account links Saudi UAV field observations and satellite data with crop and water decisions. Autonomous farmer-facing reporting was a development goal at the time.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn324view0"},{"id":"sa-13","title":"Sensing for sustainable agriculture","url":"https://discovery.kaust.edu.sa/en/article/5529/sensing-for-sustainable-agriculture/","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2015-08-22","accessedDate":"2026-10-30","topics":["sensing","history","analytics"],"summaryJa":"2015年時点で小型センサーの進歩に解析モデルが追いつかない課題を明示。UAV、葉の計測、温室画像を結ぶ構想であり、豪州の植物計測設備とサウジでの今後の展開を区別して読む。","summaryEn":"This 2015 account identifies a gap between miniature sensors and robust analysis models. It distinguishes Australian plant imaging infrastructure from planned Saudi deployment.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn324view1"},{"id":"sa-14","title":"Radiometric Assessment of a UAV-Based Push-Broom Hyperspectral Camera","url":"https://halo.kaust.edu.sa/publications/2019/radiometric-assessment-of-a-uav-based-push-broom-hyperspectral-camera","publisher":"KAUST","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","calibration","operations"],"summaryJa":"大学掲載の論文要旨を確認。暗電流、白色基準、波長精度、反射率との関係を評価する手順を提案する。購入したセンサーの画素値をそのまま作物診断に使わず、放射校正を品質管理に組み込む根拠。","summaryEn":"The university abstract proposes checks for dark current, white references, wavelength fidelity and reflectance relationships. It supports radiometric quality control before interpreting camera values as crop condition.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn326view2"},{"id":"sa-15","title":"AI-enabled UAVs and Multimodal Monitoring for Protected and Controlled Environment (PACE)","url":"https://i2s.kaust.edu.sa/projects/by-year/2024/ai-enabled-uavs-and-multimodal-monitoring-protected-and-controlled","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2024-07-17","accessedDate":"2026-10-30","topics":["swarm","sensing","platform"],"summaryJa":"温室や屋内農場で小型UAV群のカメラ・LiDARを統合する研究計画。同期データ、行動可能な警報、棚や障害物を避ける協調航法を三課題とする。商用運用や達成済み性能の報告ではない。","summaryEn":"A research plan for camera–LiDAR micro-UAV fleets in protected farming covers synchronized data, actionable alerts and collaborative navigation around racks and obstacles. It is not a report of proven commercial performance.","verification":"read","readScope":"article","sourceType":"university-project","rankingEvidence":null,"ref":"turn326view3"},{"id":"sa-16","title":"Predicting when introduction of robotics in agricultural leads to whole-system changes","url":"https://robotokaust.kaust.edu.sa/events/by-type/conference/2023/05/09/predicting-when-introduction-robotics-agricultural-leads-whole","publisher":"KAUST","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","investment","operations"],"summaryJa":"KAUST開催の2023年講演要旨。米国の農地・ベンチャー投資家が、単なる労働代替と作付体系全体を変えるロボット投資を区別する。サウジでの収益実証ではなく、投資判断の概念資料。","summaryEn":"A 2023 KAUST-hosted talk by a US farmland and venture investor distinguishes labor substitution from changes to the entire cropping system. This is an investment framework, not Saudi return-on-investment evidence.","verification":"read","readScope":"abstract","sourceType":"conference","rankingEvidence":null,"ref":"turn328view0"},{"id":"sa-17","title":"Pushbroom hyperspectral imaging from an unmanned aircraft system (UAS) - geometric processing workflow and accuracy assessment","url":"https://halo.kaust.edu.sa/publications/detail/pushbroom-hyperspectral-imaging-from-an-unmanned-aircraft-system-(uas)---geometric-processing-workflow-and-accuracy-assessment","publisher":"KAUST","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","calibration","flight-principles"],"summaryJa":"KAUST共著の幾何補正研究の要旨。GNSS、IMU、画像から得る姿勢情報を地上基準点で検証する。芝地でのセンサー評価であり、サウジ農地での収益・収量効果の試験ではない。","summaryEn":"The KAUST-coauthored abstract describes testing GNSS, IMU and image-derived orientation against ground control. This is a geometric sensor assessment over a grass oval, not a Saudi crop-profitability trial.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn328view2"},{"id":"sa-18","title":"البيئة تستعرض جهودها في التقنيات الناشئة لدعم التحول الرقمي","url":"https://www.mewa.gov.sa/ar/MediaCenter/News/Pages/News10862020.aspx","publisher":"MEWA","language":"ar","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","platform","smallholders"],"summaryJa":"政府の展示会報告で、航空画像による農地把握や記録の電子化を説明。小規模農家への散布・点検・地図サービスは提供予定として述べる。普及率や実現済みの収益効果とは区別する。","summaryEn":"The ministry describes aerial land mapping and digital agricultural records. Spraying, inspection and mapping services for small farms are intentions, not verified adoption or profitability outcomes.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn335view0"},{"id":"sa-19","title":"الوزارة تناقش رفع كفاءة القطاع الزراعي عبر تقنيات طائرات الدرونز والذكاء الإصطناعي","url":"https://www.mewa.gov.sa/ar/MediaCenter/News/Pages/News862020.aspx","publisher":"MEWA","language":"ar","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","industry","data"],"summaryJa":"植物の健康、生産、灌漑、農業経営を扱う政府ワークショップ。農業金融・データ・サイバーセキュリティ関係機関と技術事業者の連携が示される。掲載された市場予測は独立検証しておらず採用しない。","summaryEn":"A ministry workshop connects plant health, production, irrigation and farm management with finance, data and cybersecurity stakeholders. Unverified market forecasts on the page are not adopted here.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn335view1"},{"id":"sa-20","title":"البيئة التنظيمية التجريبية لقطاع الزراعة","url":"https://www.mewa.gov.sa/ar/Ministry/Agencies/AgencyForInnovation/Topics/LegislativeExperimentalEnvProgram/Pages/Agriculture.aspx","publisher":"MEWA","language":"ar","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","innovation","industry"],"summaryJa":"農業分野の規制実験環境で、作物向け衛星・ドローン利用を優先領域に掲載。申請制度への掲載は個別の飛行や農薬散布許可を意味しない。","summaryEn":"The agricultural regulatory sandbox lists satellite and drone applications for crops among priority areas. Inclusion does not itself authorize a particular flight or pesticide application.","verification":"read","readScope":"article","sourceType":"government-program","rankingEvidence":null,"ref":"turn335view2"},{"id":"sa-21","title":"KAUST-KFUPM collaboration wins top honors at STC AIoT Hackathon","url":"https://cemse.kaust.edu.sa/articles/2021/11/29/kaust-kfupm-collaboration-wins-top-honors-stc-aiot-hackathon","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2021-11-29","accessedDate":"2026-10-30","topics":["platform","power","history"],"summaryJa":"AgriDoctorの2021年提案は、地上IoTを省電力休止させ、ドローンで必要時に起動・回収する設計を背景にする。ダッシュボードと学習モデルを試作した段階で、農場への商用導入実績ではない。","summaryEn":"The 2021 AgriDoctor proposal builds on drones waking sleeping ground sensors to collect data efficiently. Dashboard and model prototypes are described, not established commercial farm deployment.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn368view2"},{"id":"sa-22","title":"Diagnosing individual trees from above","url":"https://discovery.kaust.edu.sa/en/article/6365/diagnosing-individual-trees-from-above/","publisher":"KAUST","language":"en","country":"SA","publishedDate":"2020-07-26","accessedDate":"2026-10-30","topics":["sensing","data-fusion","international-research"],"summaryJa":"KAUSTが参加した豪州マカダミア園の研究報告。樹冠の切り出しにUAV、健康評価に衛星の波長情報を組み合わせた。サウジ研究機関の国際協働事例であり、実験地は豪州。","summaryEn":"A KAUST collaboration in Australian macadamia orchards combines UAV crown boundaries with satellite spectral information for tree health. The study location is Australia, not Saudi Arabia.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn368view3"},{"id":"sa-23","title":"Agricultural Innovation Trends Report — ministry overview","url":"https://www.mewa.gov.sa/en/Ministry/Agencies/AgencyForInnovation/Topics/Pages/slmReportII.aspx","publisher":"MEWA","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","investment","platform"],"summaryJa":"省の報告概要ではドローン・衛星を農業技術の優先群に置き、機上AIや予測灌漑を取り上げる。読んだのは概要であり、大容量PDF本文や技術成熟度の根拠までは検証していない。","summaryEn":"The ministry overview prioritizes drones and satellites alongside predictive irrigation and edge AI. Only the overview was read; the large report and underlying readiness assessments were not verified.","verification":"read","readScope":"overview","sourceType":"government-report","rankingEvidence":null,"ref":"turn373view0"},{"id":"sa-24","title":"Drone in Coffee Farm: Detect Crop Health and Fertilizers Management","url":"https://terra-drone.com.sa/case-study/drone-in-coffee-farm-detect-crop-health-and-fertilizers-management/","publisher":"Terra Drone Arabia","language":"en","country":"SA","publishedDate":"2026-05-06","accessedDate":"2026-10-30","topics":["case-study","sensing","farmer-interface"],"summaryJa":"事業者による2024年サウジ南部コーヒー園事例。農学者の現地照合、データ基盤、農場職員の訓練を含む。労働削減率などは同社の推計で、独立監査済み成果とは扱わない。","summaryEn":"The provider describes a 2024 southern Saudi coffee-farm project including agronomist ground checks, a data platform and staff training. Claimed labor reductions are company estimates, not independently audited results.","verification":"read","readScope":"article","sourceType":"provider-case-study","rankingEvidence":null,"ref":"turn378view1"},{"id":"sa-25","title":"Agri Drones — field assessment, execution and operational reporting","url":"https://agrivest.sa/agri-drones","publisher":"Agrivest","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations","batteries","platform"],"summaryJa":"事業者のサービス設計では圃場確認、計画、電池・液量の監視、使用資材と面積の報告を一連の作業とする。製品仕様や効果の広告を独立検証したものではない。","summaryEn":"The provider describes assessment, planning, battery and tank monitoring, and reporting area and materials used as one workflow. Product specifications and effectiveness claims have not been independently verified.","verification":"read","readScope":"article","sourceType":"provider-service","rankingEvidence":null,"ref":"turn373view3"},{"id":"sa-26","title":"First place award for drone-based innovation in desert locust early warning","url":"https://www.fao.org/crc/news/details/first-place-award-for-drone-based-innovation-in-desert-locust-early-warning/en","publisher":"FAO CRC","language":"en","country":"SA","publishedDate":"2025-06-28","accessedDate":"2026-10-30","topics":["history","pest-monitoring","innovation"],"summaryJa":"サウジ学生のサバクトビバッタ早期警報研究の受賞報告。到達困難地での調査を狙うが、受賞を全国運用や普及率の証明にはしない。","summaryEn":"FAO reports an award for a Saudi student’s drone-based locust early-warning research. Recognition does not establish nationwide operation or adoption.","verification":"read","readScope":"article","sourceType":"intergovernmental-news","rankingEvidence":null,"ref":"turn376view3"},{"id":"sa-27","title":"Evaluation and Testing of Drones for Operations Related to the Survey of Desert Locust","url":"https://asplantprotection.org/wp-content/uploads/2026/04/ANEPPB-ISSUE-97-1-April-2026-EN.pdf#page=47","publisher":"ASPP / FAO Near East","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["pest-monitoring","flight-principles","batteries"],"summaryJa":"2026年4月会報47頁の研究要旨。バドルで固定翼と回転翼を比較し、広域航続と近接観測の使い分けを示す。精度は生息地の検出についての報告で、個体数の完全計測ではない。","summaryEn":"The April 2026 bulletin abstract compares fixed-wing and multirotor surveys in Bader. It distinguishes coverage from close inspection; reported accuracy concerns habitat detection, not complete insect counting.","verification":"read","readScope":"abstract","sourceType":"research","rankingEvidence":null,"ref":"turn378view2"},{"id":"sa-28","title":"GACAR Part 107 — Operation of Unmanned Aircraft Systems, version 4","url":"https://gaca.gov.sa/-/media/Files/PDF/LawsAndRegulation/Aviation-Safety-and-Environmental-Sustainability/GACAR-Safety-Regulations/107-v4.pdf?as=0&hash=7C1DA37EE4B954EFB32F387EDB0F1A37","publisher":"GACA","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"検索で公式規則PDFを確認したが取得はタイムアウト。個別承認の範囲や危険物輸送の確認に必要な候補資料であり、本文未読のため現在の許可要件をここから確定しない。","summaryEn":"The official regulation PDF was found but opening timed out. It is a candidate for checking authorization scope and dangerous goods; current permission requirements are not established from unread text.","verification":"search-only","readScope":"search-result","sourceType":"regulation","rankingEvidence":null,"ref":"turn374search26"},{"id":"sa-29","title":"AC 107-01 — Advanced Operations with Unmanned Aircraft Systems","url":"https://www.gaca.gov.sa/-/media/Files/PDF/LawsAndRegulation/Aviation-Safety-and-Environmental-Sustainability/Safety-and-Aviation-Standards-Advisory-Circulars/GACA-AC-107-01-Advanced-Operations-with-Unmanned-Aircraft-Systems.pdf?as=0&hash=A6E7F7218F50AE7C44675E0CC5253C2B","publisher":"GACA","language":"en","country":"SA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","logistics","safety"],"summaryJa":"検索に農業作業・物品投下・危険物の手順を扱う公式助言資料が出たがPDF取得はタイムアウト。リスク評価と運航マニュアルを調べる候補として記録。","summaryEn":"Search results identify official guidance on agricultural operations, dropping items and dangerous goods. The PDF timed out and remains a candidate for reviewing risk assessment and operations manuals.","verification":"search-only","readScope":"search-result","sourceType":"regulatory-guidance","rankingEvidence":null,"ref":"turn374search27"},{"id":"sa-30","title":"Quantifying Within-Flight Variation in Land Surface Temperature from a UAV-Based Thermal Infrared Camera","url":"https://www.mdpi.com/2504-446X/7/10/617","publisher":"Drones / MDPI","language":"en","country":"SA","publishedDate":"2023-10-02","accessedDate":"2026-10-30","topics":["thermal","calibration","operations"],"summaryJa":"サウジのオリーブ園などで1飛行中の熱画像温度変動を検証。風、日射、薄雲、灌水が温度地図に影響し、同じ畑の変化を即座に水ストレス差と読めない。定点ホバリング試験のため進行方向の影響は別問題として残る。","summaryEn":"Saudi hovering trials over olive trees and other surfaces measured temperature changes within a flight. Wind, radiation, thin clouds and irrigation complicate thermal mosaics and water-stress interpretation. Flight-direction effects were outside this experiment. The original CC BY paper was inspected through an accessible repository copy.","verification":"read","readScope":"abstract-methods-conclusions","sourceType":"research","rankingEvidence":null,"ref":"turn402view2","readingUrl":"https://pdfs.semanticscholar.org/958f/609875ed25e2914dfeabdf62ccb39fc56a3f.pdf"}],"researchStatus":"reviewed-with-gaps","targetSources":30,"rankingNoteJa":"国別の包括的な閲覧数ランキングは未確認。掲載順は人気順ではありません。","rankingNoteEn":"No comprehensive country-level readership ranking was verified. Listing order is not a popularity ranking.","readSources":28,"candidateSources":2,"remainingToTarget":0,"readShortfall":2,"researchMethodJa":"行政・大学・研究論文・事業者の一次情報を現地語と英語で探索。要旨・抜粋・本文の確認範囲を分け、検索結果だけの資料は既読に数えない。","researchMethodEn":"Local-language and English searches prioritized regulators, universities, original papers and providers. Abstracts, selected passages and full material are distinguished; search-only candidates are not counted as read.","gapsJa":["国全体を共通期間・共通指標で比べる監査可能な閲覧数順位は確認できず、最も読まれた30記事とは表示しない。","資料集には学術要旨・公的ガイド・事例・研究計画を含む。計画や企業主張は実装済みの独立検証結果と区別する。","2件は本文への403・429・タイムアウト等により検索結果のみ。要旨を確認した資料も全文査読済みではない。"],"gapsEn":["No auditable countrywide readership ranking with a shared time window and metric was established; this is not a verified most-read top 30.","The collection includes abstracts, official guidance, cases and research plans. Proposals and provider claims are distinct from independently verified deployment results.","2 entries remain search-only after access failures including 403, 429 or timeouts. Abstract inspection is not full-text review."]},{"code":"EG","nameJa":"エジプト","nameEn":"Egypt","region":"Africa","summaryJa":"水管理・植物防疫・農家向けデータ活用が主軸。飛行制約を踏まえ、衛星や地上観測も含む実用的な情報経路が必要となる。","summaryEn":"Water management, plant protection and usable farm data are central. Flight constraints make satellite and ground sensing important parts of a practical information pathway.","historyJa":"2021年の農家研修では飛行制約のため伸縮ポールを使用。2026年には水管理高度化と中国・FAOとの植物防疫データ連携を確認した。","historyEn":"A 2021 farmer training used a telescopic pole because flights were prohibited. In 2026, official sources describe water-management modernization and Egypt–China–FAO plant-health cooperation.","prioritiesJa":["飛行・持込み・事業許可を先に確認","地図を灌漑・防疫行動へ変換","実証の実施地と著者所属を混同しない"],"prioritiesEn":["Check import, flight and business permissions","Convert maps into irrigation and pest actions","Distinguish study location from author affiliation"],"rankingStatus":"not-verifiable","sources":[{"id":"eg-01","title":"Strengthening plant health systems in NENA: FAO supports Egypt–China digital innovation dialogue","url":"https://www.fao.org/neareast/news/details/strengthening-plant-health-systems-in-nena--fao-supports-egypt-china-digital-innovation-dialogue/en","publisher":"FAO","language":"en","country":"EG","publishedDate":"2026-04-09","accessedDate":"2026-10-30","topics":["platform","sensing","pest-surveillance"],"summaryJa":"GPS農場登録、追跡性、衛星・ドローン観測を植物防疫へつなぐ協議。技術紹介であり、全国導入済みとは述べていない。","summaryEn":"The dialogue connects farm registration and traceability with satellite/UAV pest surveillance; it is a cooperation report, not evidence of nationwide deployment.","verification":"read","sourceType":"intergovernmental","rankingEvidence":null,"ref":"turn42view0","readScope":"selected-content"},{"id":"eg-02","title":"Application of modern technologies revolutionizes desert locust monitoring and control","url":"https://www.fao.org/science-technology-and-innovation/resources/stories/detail/application-of-modern-technologies-revolutionizes-desert-locust-monitoring-and-control/","publisher":"FAO","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","pest-surveillance","platform"],"summaryJa":"2015年のUAV開発開始と2022年の非訓練機配備を紹介。エジプト担当者は監視成果と今後の散布機開発を区別して説明する。","summaryEn":"FAO traces UAV work from 2015 development to a 2022 non-training deployment; the Egyptian official distinguishes surveillance from future spray-system work.","verification":"read","sourceType":"intergovernmental","rankingEvidence":null,"ref":"turn42view1","readScope":"selected-content"},{"id":"eg-03","title":"Farmer Field School Days Organized in Egypt as Part of a New Project for RVO","url":"https://www.futurewater.eu/2021/11/farmer-field-school-days-organized-in-egypt-as-part-of-a-new-project-for-rvo/","publisher":"FutureWater","language":"en","country":"EG","publishedDate":"2021-11-22","accessedDate":"2026-10-30","topics":["training","sensing","operations"],"summaryJa":"飛行が認められず6m伸縮ポールで画像取得した現地研修。作物ストレス地図の処理と農業判断を練習し、飛行制約下の代替を示す。","summaryEn":"When drone flights were prohibited at the workshops, imagery was collected from a six-metre pole, preserving hands-on crop-stress mapping and interpretation.","verification":"read","sourceType":"project-operator","rankingEvidence":null,"ref":"turn42view2","readScope":"selected-content"},{"id":"eg-04","title":"A comparative study of big data use in Egyptian agriculture","url":"https://link.springer.com/article/10.1186/s43067-023-00090-5","publisher":"Journal of Electrical Systems and Information Technology","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["data-history","platform"],"summaryJa":"農業データ研究の体系的レビュー。IoT、衛星、UAV、GISを比較し、投資とデータのプライバシー・整合性を今後の課題とする。","summaryEn":"The review compares IoT, satellite, UAV and GIS data research, emphasizing investment, privacy and data consistency; its reviewed studies are not all Egyptian field trials.","verification":"read","sourceType":"research-paper","rankingEvidence":null,"ref":"turn42view3","readScope":"selected-content"},{"id":"eg-05","title":"Beneficiaries Share Their Experience on Using Geodata Innovations in Field Schools in Egypt","url":"https://www.futurewater.nl/2022/02/video-beneficiaries-share-their-experience-on-using-geodata-innovations-in-field-schools-in-egypt-nl/","publisher":"FutureWater","language":"en","country":"EG","publishedDate":"2022-02-14","accessedDate":"2026-10-30","topics":["training","irrigation","farmer-ux"],"summaryJa":"研修の完了報告。地上からの近赤外観測、WaPOR、灌漑助言を日々の判断へ結び付ける教材を提供する。","summaryEn":"The completion report links grounded near-infrared sensing, WaPOR and irrigation advice to day-to-day farm decisions.","verification":"read","sourceType":"project-operator","rankingEvidence":null,"ref":"turn42view5","readScope":"selected-content"},{"id":"eg-06","title":"Drone import and flight permission FAQ","url":"https://www.civilaviation.gov.eg/Moca/FAQ","publisher":"Ministry of Civil Aviation","language":"ar","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"個人向け持込みFAQは国防省の承認後に民間航空当局で飛行許可を申請する流れを案内。農業事業の許可一式とは別途区別する。","summaryEn":"The personal-import FAQ describes defence approval followed by a civil-aviation flight-permit application; agricultural commercial requirements need separate confirmation.","verification":"read","readScope":"official-guidance","sourceType":"government","rankingEvidence":null,"ref":"turn97view4"},{"id":"eg-07","title":"تصريح طيران لطائرة بدون طيار — UAV flight permit service","url":"https://web.civilaviation.gov.eg/CSC/ServiceDetails/153","publisher":"Ministry of Civil Aviation","language":"ar","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"飛行許可申請の書類と保険等を示す公式サービス票。所要期間の表示は必要書類に不備がない条件付き。","summaryEn":"The official service card lists flight-permit paperwork and insurance; its processing-time statement is conditional on complete documentation.","verification":"read","readScope":"official-guidance","sourceType":"government","rankingEvidence":null,"ref":"turn97view5"},{"id":"eg-08","title":"Supporting modernization of water resources management in Egypt’s agricultural sector","url":"https://www.mwri.gov.eg/mwri2/?p=33047","publisher":"Ministry of Water Resources and Irrigation","language":"ar","country":"EG","publishedDate":"2026-02-06","accessedDate":"2026-10-30","topics":["irrigation","platform","industry"],"summaryJa":"モデル、衛星、ドローン画像を用いる水管理高度化計画。5地域で地域条件に合うスマート灌漑を検討し、スペインとの技術協力を説明。","summaryEn":"The ministry describes a water-management modernization project using models, satellites and drone imagery, with smart-irrigation work tailored to five regions.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn107view2"},{"id":"eg-09","title":"Ismailia Canal digital-twin project: operational monitoring and drone surveys","url":"https://www.mwri.gov.eg/mwri2/?p=35472","publisher":"Egypt Ministry of Water Resources and Irrigation","language":"ar","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["irrigation","platform","sensing"],"summaryJa":"用水路のUAV測量、流量計測、遠隔監視、数理モデルを接続する計画。デジタルツインを生データ・水理モデル・判断支援の3層で説明し、水配分と末端到達を改善対象とする。","summaryEn":"The canal program combines drone surveys, telemetry and flow measurement with a hydraulic model. Its three layers—live observations, simulation and operational recommendations—target better water distribution to downstream users.","verification":"read","readScope":"article","sourceType":"government","rankingEvidence":null,"ref":"turn201view1"},{"id":"eg-10","title":"Future through the eyes of AI — Issue 4, March 2024: agriculture section","url":"https://idsc.gov.eg/upload/DocumentLibraryIssues/AttachmentA/8977/4.pdf","publisher":"Egypt Information and Decision Support Center","language":"ar","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","history","data"],"summaryJa":"政府刊行物の農業章を確認。IoT、地上観測、衛星、UAVを生育記録と灌漑・施肥判断へ接続する構想を紹介。エジプト全土での実装や効果測定を実証した資料ではない。","summaryEn":"The government bulletin frames IoT, satellite and UAV observations as inputs to crop records and irrigation/fertilizer decisions. This is policy-oriented technology explanation, not evidence of nationwide deployment or measured savings.","verification":"read","readScope":"agriculture section, pp. 28–29","sourceType":"government","rankingEvidence":null,"ref":"turn201view3"},{"id":"eg-11","title":"Smart Agriculture Based On IOT Using Drones: A Survey","url":"https://mej.researchcommons.org/home/vol49/iss4/10/","publisher":"Mansoura Engineering Journal","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","industry","sensing"],"summaryJa":"エジプトの研究者によるレビュー要旨を確認。UAVとIoTの用途だけでなく、初期費用、制度、悪天候、通信障害を整理。対象論文は国際研究で、エジプトの135件の実地試験を意味しない。","summaryEn":"This Egypt-authored review abstract discusses UAV–IoT uses alongside initial cost, regulation, weather and communication failures. Its 135 reviewed papers are international literature, not 135 Egyptian field trials.","verification":"read","readScope":"abstract","sourceType":"research-paper","rankingEvidence":null,"ref":"turn204view0"},{"id":"eg-12","title":"Flying Sensor Workshop for Egyptian Water Management Professionals","url":"https://www.hiview.nl/egyptian-waterspecialists-flyingsensors-for-climate-smartagriculture","publisher":"HiView","language":"en","country":"EG","publishedDate":"2026-09-23","accessedDate":"2026-10-30","topics":["training","sensing","operations"],"summaryJa":"エジプトの水管理担当者がオランダで固定翼・回転翼・高所ポールの観測を体験。飛ばすこと自体を目的にせず、面積、詳細度、飛行可能性に応じて道具を選ぶ研修事例。","summaryEn":"Egyptian water officials attended demonstrations in the Netherlands comparing fixed-wing, multirotor and elevated-pole sensing. The case concerns training and platform selection, not a domestic Egyptian flight deployment.","verification":"read","readScope":"article","sourceType":"project-operator","rankingEvidence":null,"ref":"turn204view1"},{"id":"eg-13","title":"A case study of a real-time internet of things system for site-specific potato crop management in El-Salhia Area-Egypt","url":"https://www.nature.com/articles/s41598-022-22690-3","publisher":"Scientific Reports","language":"en","country":"EG","publishedDate":"2022-11-03","accessedDate":"2026-10-30","topics":["platform","data-history","decision-support"],"summaryJa":"要旨と導入を確認。エルサルヒヤの85地点を基に管理ゾーンと機械可読マップを作るEGYPADSを検討。ドローン実証ではなく、観測を農家の判断や可変施用へ渡すデータ基盤の事例。","summaryEn":"The abstract and introduction describe EGYPADS, using 85 El-Salhia sites to delineate management zones and export usable maps. This is data-platform context, not a drone field trial.","verification":"read","readScope":"abstract and introduction","sourceType":"research-paper","rankingEvidence":null,"ref":"turn204view3"},{"id":"eg-14","title":"Signing of a Letter of Intent between NARSS and I FLY EGYPT","url":"https://www.narss.sci.eg/news/signing-of-a-letter-of-intent-between-the-national-authority-for-remote-sensing-and-i-fly-egypt","publisher":"National Authority for Remote Sensing and Space Sciences","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","training","sensing"],"summaryJa":"検索抜粋のみ確認、原ページ取得は失敗。研究機関が訓練、企業が機体を担う協力意向書と農業を含む共同測量の構想。契約成果や運用規模は未確認。","summaryEn":"Search excerpt only; opening the page failed. The letter of intent assigns training and drone capabilities across a research authority and company; delivered outcomes and operating scale remain unverified.","verification":"search-only","readScope":"search-result","sourceType":"government","rankingEvidence":null,"ref":"turn194search0"},{"id":"eg-15","title":"FAO and Egypt’s NARSS explore collaboration to advance climate resilience and sustainable natural resources management","url":"https://fao.sitefinity.cloud/neareast/news/details/fao-and-egypt-s-narss-explore-collaboration-to-advance-climate-resilience-and-sustainable-natural-resources-management/en","publisher":"FAO","language":"en","country":"EG","publishedDate":"2026-10-07","accessedDate":"2026-10-30","topics":["data-history","industry"],"summaryJa":"干ばつ・土地劣化・オアシス農業などを対象に地球観測を意思決定へ結ぶ協議。データ分析基盤の制度的背景であり、ドローンの現場配備や効果を実証した記事ではない。","summaryEn":"The meeting links Earth observation with drought, degradation and oasis-farming decisions. It provides institutional context, not evidence of deployed drones or measured field benefits.","verification":"read","readScope":"article","sourceType":"intergovernmental-news","rankingEvidence":null,"ref":"turn386view0"},{"id":"eg-16","title":"Beni Suef University graduation projects — Autonomous Drone for Real-Time Agricultural Analysis","url":"https://www.bsu.edu.eg/News.aspx?NID=167508&cat_id=1&lang=en","publisher":"Beni Suef University","language":"en","country":"EG","publishedDate":"2026-07-22","accessedDate":"2026-10-30","topics":["analytics","education","platform"],"summaryJa":"大学展示ではArduPilotとMobileNetV2を使う農業解析ドローンを紹介。学生プロジェクトであり、商用散布サービスや複数地域で検証済みの病害識別精度として扱わない。","summaryEn":"The university exhibits a student agricultural-analysis drone using ArduPilot and MobileNetV2. This is not evidence of commercial spraying services or disease recognition validated across regions.","verification":"read","readScope":"article","sourceType":"university-news","rankingEvidence":null,"ref":"turn388view1"},{"id":"eg-17","title":"Agricultural Drone with Mobile Interface for Plant Disease Detection with Deep Learning (Green Drone)","url":"https://aast.edu/getData/pdf_retreivefileNew_open.php?filename=/mediafiles/655/Document/167185.pdf&unit=655","publisher":"Arab Academy for Science, Technology and Maritime Transport","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["farmer-interface","analytics","education"],"summaryJa":"学生プロジェクト集3頁の要旨。モバイルで病害判定、映像、飛行制御、データベースを結ぶ。掲載の高い分類精度は試験データ条件が要旨から不明で、実農場の保証値にはしない。","summaryEn":"The project abstract on page 3 combines mobile disease classification, video, flight control and a database. Reported classification accuracy lacks enough test-context detail to serve as a real-farm guarantee.","verification":"read","readScope":"abstract","sourceType":"university-project","rankingEvidence":null,"ref":"turn392view1"},{"id":"eg-18","title":"Developing and Validating an Integrated Precision Agriculture Platform Using IoT/LPWAN Technologies","url":"https://winc.nu.edu.eg/node/2342","publisher":"Nile University","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","energy","data-history"],"summaryJa":"省電力・相互運用・通信コストを課題とする精密農業プラットフォーム研究計画。空と農地のデータ接続を考える周辺資料で、UAVの圃場実験報告ではない。","summaryEn":"This precision-agriculture project targets energy efficiency, interoperability and communications cost. It supplies platform context; it does not report a UAV field experiment.","verification":"read","readScope":"article","sourceType":"university-project","rankingEvidence":null,"ref":"turn394view3"},{"id":"eg-19","title":"Egyptian desert-locust decision support and precision guidance — research abstracts, ANEPPB April 2026","url":"https://asplantprotection.org/wp-content/uploads/2026/04/ANEPPB-ISSUE-97-1-April-2026-EN.pdf#page=45","publisher":"ASPP / FAO Near East","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["data-history","pest-monitoring","operations"],"summaryJa":"45–48頁のエジプト研究要旨を確認。衛星NDVI・現地記録・モバイル地図・散布経路を接続する。入力誤りの可能性も報告しており、ドローン実験とは区別する。","summaryEn":"Egyptian abstracts on pages 45–48 connect satellite NDVI, field records, mobile maps and spray guidance, while noting possible data-entry errors. These are not drone field trials.","verification":"read","readScope":"selected-abstracts","sourceType":"research","rankingEvidence":null,"ref":"turn378view2"},{"id":"eg-20","title":"Unmanned Aerial Systems (UAS) for Remote Sensing","url":"https://www.narss.sci.eg/course-description/unmanned-aerial-systems-uas-for-remote-sensing","publisher":"NARSS","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","operations"],"summaryJa":"履歴・制度・機体・取得・解析を扱う公式講座の検索候補。本文取得はタイムアウト。講座の存在と受講者の飛行許可を混同しない。","summaryEn":"Search results identify a NARSS course covering history, rules, systems, acquisition and analysis. Opening timed out; course listing does not establish a participant’s flight authorization.","verification":"search-only","readScope":"search-result","sourceType":"government-training","rankingEvidence":null,"ref":"turn387search8"},{"id":"eg-21","title":"An integrated solar-powered system for remote sensing applications","url":"https://www.eus1.narss.sci.eg/project/National-Space452d9eafe9","publisher":"NARSS","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["flight-principles","power","research"],"summaryJa":"太陽電池を用いるリモートセンシングUAV開発計画の検索候補。ページ取得はタイムアウトで、農場導入や航続性能の達成は未検証。","summaryEn":"Search results identify a solar-powered remote-sensing UAV development project. The page timed out; farm deployment and achieved endurance remain unverified.","verification":"search-only","readScope":"search-result","sourceType":"government-project","rankingEvidence":null,"ref":"turn366search3"},{"id":"eg-22","title":"Ministry of Water Resources and Irrigation achievements in 2025","url":"https://mediadr.sis.gov.eg/handle/123456789/117776","publisher":"Egypt State Information Service / MWRI","language":"ar","country":"EG","publishedDate":"2026-01-01","accessedDate":"2026-10-30","topics":["data-history","platform","water"],"summaryJa":"政府資料の検索結果に衛星・ドローン、Digital Earth Africa、データベース整備が挙がる。元ページは取得制限があり未読で、個別実装の成果を確定しない。","summaryEn":"Search results list satellites, drones, Digital Earth Africa and ministry databases. The original page was inaccessible, so implementation outcomes remain unverified.","verification":"search-only","readScope":"search-result","sourceType":"government-report","rankingEvidence":null,"ref":"turn387search9"},{"id":"eg-23","title":"SUSTAINSAfrica D2.1 — Approved smart farming technologies","url":"https://sustinafrica.com/wp-content/uploads/2025/08/Deliverable-D2.1-Approved-smart-farming-technologies.pdf","publisher":"SUSTAINSAfrica project","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["regional-comparison","sensing","regulation","history"],"summaryJa":"検索抽出では、エジプトの遠隔観測を飛行制約のため衛星画像に限定したと記述。アフリカ各国の現地試験比較に重要な候補だが、PDFは取得拒否で本文を確認できていない。現在の全飛行に適用する法的判断には使わない。","summaryEn":"The indexed project deliverable states that Egyptian remote sensing used satellite imagery because of UAV flight restrictions. Relevant to cross-country trial comparison, but the PDF returned 403 and remains unread. This does not establish the current legal position for every operation.","verification":"search-only","readScope":"search-result","sourceType":"research-project-deliverable","rankingEvidence":null,"ref":"turn397search38"},{"id":"eg-24","title":"Irrigation min. launches first phase of training program on drones use in monitoring water system","url":"https://sis.gov.eg/en/media-center/news/irrigation-min-launches-first-phase-of-training-program-on-drones-use-in-monitoring-water-system/","publisher":"Egypt State Information Service","language":"en","country":"EG","publishedDate":"2025-12-19","accessedDate":"2026-10-30","topics":["operations","water","training"],"summaryJa":"水管理の監視にドローンを使う技術職員研修の開始報告。機体の導入だけでなく運用能力の育成を示す候補。検索抽出を確認したが、元ページはタイムアウトし、本文の直接確認は未了。","summaryEn":"Official report on the launch of staff training for drone monitoring of water systems. Relevant to operational capability, not proof of farm yield gains. The indexed extract was inspected; the original page timed out.","verification":"search-only","readScope":"Search-result extract; original page unavailable.","sourceType":"government-news","rankingEvidence":null,"ref":"turn409search0"},{"id":"eg-25","title":"Egypt deploys drones, AI to upgrade national water management system","url":"https://sis.gov.eg/en/media-center/news/egypt-deploys-drones-ai-to-upgrade-national-water-management-system/","publisher":"Egypt State Information Service","language":"en","country":"EG","publishedDate":"2025-12-02","accessedDate":"2026-10-30","topics":["sensing","water","platform"],"summaryJa":"水路や水利施設の監視、三次元化、AIを組み合わせる水管理の報告。農地を支えるインフラの文脈で採録。検索抽出のみ確認し、個別農場での効果や全国配備の規模は検証していない。","summaryEn":"Report on drones, three-dimensional inspection and AI in water infrastructure. Included as agricultural infrastructure context. Search extract only; farm-level outcomes and deployment scale were not independently verified.","verification":"search-only","readScope":"Search-result extract; original page timed out.","sourceType":"government-news","rankingEvidence":null,"ref":"turn404search2"},{"id":"eg-26","title":"Unmanned Aerial Vehicle for Pollination date palms","url":"https://tico.aswu.edu.eg/en/unmanned-aerial-vehicle-for-pollination-date-palms/","publisher":"Aswan University TICO","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["pollination","operations","history"],"summaryJa":"アスワン大学が四発機と遠隔操作の花粉容器を使うナツメヤシ受粉機を紹介。登木の負担を減らす開発目的と構成を確認した。大学のプロジェクト説明であり、比較圃場試験による受粉率・収益の実証は示されていない。","summaryEn":"Aswan University describes a four-motor aircraft with a remotely operated pollen container for date palms. The project targets reduced climbing effort. This is a prototype description, without comparative field evidence on pollination success or returns.","verification":"read","readScope":"Project description and stated objectives; no comparative trial report.","sourceType":"university-project","rankingEvidence":null,"ref":"turn410view0"},{"id":"eg-27","title":"3rd African Conference on Precision Agriculture — Egypt satellite-site program and UAV crop-management abstract","url":"https://paafrica.org/files/3rdAfCPA_Egypt_Program.pdf","publisher":"African Conference on Precision Agriculture / Egypt satellite site","language":"en","country":"EG","publishedDate":"2024-12-03","accessedDate":"2026-10-30","topics":["sensing","regional-comparison","history"],"summaryJa":"2024年会議のエジプト会場資料に、NARSSの研究者がRGB・マルチスペクトルによる大豆の生育、雑草、草丈観測を紹介。関連要旨と所属を確認。研究者のエジプト所属を試験地や国内普及実績と同一視しない。","summaryEn":"The 2024 Egypt satellite-site program includes a NARSS presentation on RGB and multispectral UAV sensing of soybean growth, weeds and height. Relevant abstract and affiliation inspected. Egyptian affiliation does not establish the trial location or national deployment.","verification":"read","readScope":"Relevant UAV abstract, speaker affiliation and conference dates extracted from publisher PDF; not full proceedings.","sourceType":"conference-abstract","rankingEvidence":null,"ref":"turn405search49"},{"id":"eg-28","title":"BRICS Agricultural Research Platform — Arab Republic of Egypt country report","url":"https://www.icar.gov.in/sites/default/files/Circulars/Egypt_BRICS_Agriculture_Report.pdf","publisher":"ICAR / BRICS Agricultural Research Platform","language":"en","country":"EG","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","regional-comparison","platform"],"summaryJa":"ICAR掲載の国別報告は、ドローンを綿・稲の病害虫観測などの試行段階と整理し、衛星・GIS・土壌データ基盤と並べる。該当する技術節を確認した。制度や普及状況をまとめた機関資料で、個別試験の一次データではない。","summaryEn":"The institutional country report describes drone pest monitoring in cotton and rice as a pilot activity alongside satellite, GIS and soil-data systems. Relevant technology sections inspected. This country overview is not primary trial data or a current operating permission.","verification":"read","readScope":"Relevant mechanization and digital-agriculture sections, pages 16 and 19; not entire report.","sourceType":"institutional-country-report","rankingEvidence":null,"ref":"turn405search50"},{"id":"eg-29","title":"Assessing precision agriculture applicability in agriculture sector in Egypt","url":"https://journals.ekb.eg/article_281055_ddac989d8c3dfabf5f2b9fcd65d35f16.pdf","publisher":"Fayoum Journal of Agricultural Research and Development / Nile University","language":"en","country":"EG","publishedDate":"2023","accessedDate":"2026-10-30","topics":["industry","adoption","data"],"summaryJa":"農業・技術の専門家へのオンライン調査31人と議論会39人から、精密農業の普及課題を扱う研究。検索に掲載された要旨のみ確認。ドローン単独の生産性評価ではなく、導入の組織・データ基盤の背景資料。原文取得は未了。","summaryEn":"Study of precision-agriculture adoption using a 31-person survey and a 39-expert discussion. Only the indexed abstract was inspected; source retrieval failed. Included for institutional adoption context, not as a drone-specific productivity trial.","verification":"search-only","readScope":"Indexed abstract only; publisher HTML/PDF retrieval failed.","sourceType":"research-article","rankingEvidence":null,"ref":"turn409search24"},{"id":"eg-30","title":"Esri Partner QSIT Implements AI Solution for Egyptian Agriculture Sector","url":"https://www.esri.com/about/newsroom/announcements/esri-partner-qsit-implements-ai-solution-for-egyptian-agriculture-sector","publisher":"Esri","language":"en","country":"EG","publishedDate":"2021-04-14","accessedDate":"2026-10-30","topics":["platform","sensing","history"],"summaryJa":"ARC向けに衛星画像と現地観測から作物・圃場境界を把握する仕組みを提供したとする事業者発表。小区画の識別や季節別台帳に注目する。ドローン実証ではなく農地データ基盤の背景で、収量改善の独立検証ではない。","summaryEn":"Provider announcement of crop and field-boundary mapping for Egypt’s ARC using satellite imagery and field observations. Relevant to small-parcel identification and seasonal farm records. This is data-platform context, not a drone trial or independent yield evaluation.","verification":"read","readScope":"Announcement body, including pilot scope and data inputs.","sourceType":"provider-case","rankingEvidence":null,"ref":"turn409view0"}],"researchStatus":"reviewed-with-gaps","targetSources":30,"rankingNoteJa":"国別の包括的な閲覧数ランキングは未確認。掲載順は人気順ではありません。","rankingNoteEn":"No comprehensive country-level readership ranking was verified. Listing order is not a popularity ranking.","readSources":22,"candidateSources":8,"remainingToTarget":0,"readShortfall":8,"researchMethodJa":"行政・大学・研究論文・事業者の一次情報を現地語と英語で探索。要旨・抜粋・本文の確認範囲を分け、検索結果だけの資料は既読に数えない。","researchMethodEn":"Local-language and English searches prioritized regulators, universities, original papers and providers. Abstracts, selected passages and full material are distinguished; search-only candidates are not counted as read.","gapsJa":["国全体を共通期間・共通指標で比べる監査可能な閲覧数順位は確認できず、最も読まれた30記事とは表示しない。","資料集には学術要旨・公的ガイド・事例・研究計画を含む。計画や企業主張は実装済みの独立検証結果と区別する。","8件は検索抽出のみ。要旨・関連箇所を確認した資料も全編の精読とは区別する。","30資料には水利インフラ、衛星・地上観測、普及の背景資料を含む。著者所属や刊行地を試験地と混同せず、ドローン単独の実証と区別した。"],"gapsEn":["No auditable countrywide readership ranking with a shared time window and metric was established; this is not a verified most-read top 30.","The collection includes abstracts, official guidance, cases and research plans. Proposals and provider claims are distinct from independently verified deployment results.","Eight entries remain search-only. Abstract and relevant-passage inspection is distinct from full-text review.","The 30 records include contextual water infrastructure, satellite/ground sensing and adoption material. Author affiliation or publication location is not treated as trial location or drone-specific evidence."]},{"code":"AU","nameJa":"オーストラリア","nameEn":"Australia","region":"Oceania","summaryJa":"広い圃場でも、湿地・斜面・雑草の局所分布が導入価値を左右する。観測を地上散布機へ渡す連携も重要じゃ。","summaryEn":"Wet access, slopes and patchy weeds shape value even on large farms. Drone maps can feed ground sprayers.","historyJa":"2010年代の圃場観測から、ブドウ微気象、綿花育種、ドックによる反復観測へ広がってきた。","historyEn":"Use has expanded from field scouting in the 2010s to vineyard microclimate, cotton breeding and recurring dock-based observation.","prioritiesJa":["CASAと州の薬剤要件を別々に確認","交換・補充・移動を含む実作業時間で比較","地上検証と農学者の判断をデータに残す"],"prioritiesEn":["Check CASA and state chemical rules separately","Compare full-cycle time including exchange, refill and transport","Retain ground truth and agronomist judgement"],"rankingStatus":"not-verifiable","sources":[{"id":"AU-01","title":"Drones taking agriculture sky high | Civil Aviation Safety Authority","url":"https://www.casa.gov.au/about-us/news-media-releases-and-speeches/drones-taking-agriculture-sky-high","publisher":"CASA","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"航空と州の薬剤規制を別々に確認する必要がある。自有地の単機運用と受託作業では条件が異なる。","summaryEn":"Aviation and state chemical requirements must be checked separately; own-land single-aircraft operations differ from contracted services.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-02","title":"Know the rules when spraying with drones | Media releases | Media centre | About | Agriculture Victoria","url":"https://agriculture.vic.gov.au/about/media-centre/media-releases/2026-releases/know-the-rules-when-spraying-with-drones","publisher":"Agriculture Victoria","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"散布事業者と操縦者の免許、製品ラベル、風、手動介入を現場条件として確認する。","summaryEn":"Spraying depends on operator and pilot licences, product labels, wind and the ability to intervene.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-03","title":"Agricultural drones | SafeWork NSW","url":"https://www.safework.nsw.gov.au/hazards-a-z/quad-bikes-and-side-by-side-vehicles/agricultural-drones","publisher":"SafeWork NSW","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["safety"],"summaryJa":"散布・播種・撮影の機能を整理した労働安全資料。補助対象と航空上の要件を分けて検討する。","summaryEn":"Worker-safety guidance groups spray, spread and imaging functions; rebate eligibility is distinct from aviation compliance.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-04","title":"Drone or remotely piloted aircraft spraying | Spraying agricultural chemicals | Chemicals | Farm management | Agriculture Victoria","url":"https://agriculture.vic.gov.au/farm-management/chemicals/spraying-agricultural-chemicals/drone-or-remotely-piloted-aircraft-spraying","publisher":"Agriculture Victoria","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"航空許可だけで散布できるとは限らず、州の薬剤使用、記録、飛散防止要件がある。","summaryEn":"Aviation compliance alone does not authorise chemical application; state chemical-use, record and drift conditions also apply.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-05","title":"Licences for drone or remotely piloted aircraft spraying of agricultural chemicals | Licences and permits | Chemicals | Farm management | Agriculture Victoria","url":"https://agriculture.vic.gov.au/farm-management/chemicals/licences-and-permits/licences-for-drone-or-remotely-piloted-aircraft-spraying-of-agricultural-chemicals","publisher":"Agriculture Victoria","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["swarm"],"summaryJa":"事業者免許と化学散布の操縦者免許を区別し、複数機散布にもCASA承認を要する条件を説明。","summaryEn":"Distinguishes business and chemical pilot licences and specifies CASA approval conditions for multi-aircraft spraying.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-06","title":"Drones in agriculture | Department of Primary Industries","url":"https://www.dpi.qld.gov.au/initiatives/agtech/action/drones","publisher":"Queensland DPI","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"湿地・斜面への散布、家畜監視、雑草地図、灌漑点検を目的別に整理。","summaryEn":"Organises use cases around wet or sloping terrain, livestock, weed maps and irrigation inspection.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-07","title":"Eyes in the sky: how drones are being put to work for science and sustainability - CSIRO","url":"https://www.csiro.au/en/news/All/Articles/2026/September/How-drones-are-being-put-to-work-in-environmental-research","publisher":"CSIRO","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"綿花研究で散布・観測を組み合わせ、接近しにくい圃場や作業者曝露への対策に利用。","summaryEn":"Cotton research combines aerial application and observation for difficult field access and reduced worker exposure.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-08","title":"Agriculture | Drones","url":"https://www.drones.gov.au/benefits-and-use-cases-drones/agriculture","publisher":"Australian Government","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"農業利用と費用削減シナリオを示すが、将来予測は実績と区別する必要がある。","summaryEn":"Reviews farm uses and cost-saving scenarios; forecasts must be separated from observed outcomes.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view8","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-09","title":"Using drones on-farm | NSW Government","url":"https://www.nsw.gov.au/regional-and-primary-industries/farm-management/drones","publisher":"NSW Government","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"定点写真と地図化の違い、地上標本では見逃す景観全体の変化を説明する。","summaryEn":"Explains repeat photographs versus mapping and landscape changes missed by limited ground samples.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view9","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-10","title":"Emerging technologies | Australian Pesticides and Veterinary Medicines Authority","url":"https://www.apvma.gov.au/resources/using-chemicals/emerging-technologies","publisher":"APVMA","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"精密散布の定義、リスク評価、製品ラベルと規制への組込みを国際的に検討。","summaryEn":"Documents work on precision application definitions, risk assessment and pesticide-label integration.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view10","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-11","title":"Drones, Data, and Disease Control: Hai Wang Leads Cutting-Edge Crop Protection Project","url":"https://www.murdoch.edu.au/schools/engineering-and-energy/about/news/drones--data--and-disease-control--hai-wang-leads-cutting-edge-crop-protection-project","publisher":"Murdoch University","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"病害の画像検知と標的UV-C処理を統合する概念実証。商用での効果確立と区別する。","summaryEn":"A proof-of-concept combines disease imaging and targeted UV-C treatment; commercial efficacy is not established.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-12","title":"StevTech — NSW DPIRD","url":"https://www.agtech.dpi.nsw.gov.au/collections/vendor-stevtech","publisher":"StevTech / NSW DPIRD catalogue","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"農場ドックによる継続的な観測を事業者が説明。BVLOSの記述は個別承認範囲の確認が必要。","summaryEn":"A supplier describes recurring farm observation using a drone dock; the scope of claimed BVLOS approval needs checking.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn79view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-13","title":"\"Distance examination of livestock with drones - an effective method fo\" by K L. Rayner Dr and M E. Wilson","url":"https://library.dpird.wa.gov.au/ap_researchart/1/","publisher":"Western Australia DPIRD","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"家畜診察では光学性能と動物への撹乱を両方比較。小さい機体が常に最適とは限らない。","summaryEn":"Livestock assessment compares optical performance and disturbance; the smallest aircraft is not always optimal.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-14","title":"New drone technology trial to combat red dwarf honey bees","url":"https://www.wa.gov.au/government/announcements/new-drone-technology-trial-combat-red-dwarf-honey-bees","publisher":"Western Australia Government","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"侵入蜂の調査で、水源・地形の地図化と熱画像による巣の探索を試す。","summaryEn":"Trials combine water/terrain mapping with thermal nest detection for invasive-bee surveillance.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn79view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-15","title":"Digital agriculture - The University of Sydney","url":"https://www.sydney.edu.au/agriculture/our-research/digital-agriculture.html","publisher":"University of Sydney","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"衛星とドローンによる雑草領域の推定を可変散布へ結ぶ研究。","summaryEn":"Research connects satellite–drone weed mapping with variable-rate herbicide application.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view7","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-16","title":"Use of Unmanned Air Vehicles for early, real time detection of extreme weather events in vineyards | Wine Australia","url":"https://www.wineaustralia.com/research_and_innovation/projects/use-of-unmanned-air-vehicles-for-early-r","publisher":"Wine Australia","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"ブドウ園の微気象を三次元で観測し、水分ストレスと灌漑判断に結ぶ研究。","summaryEn":"Research maps vineyard microclimates in three dimensions to inform water-stress and irrigation decisions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view8","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-17","title":"Agriculture and the environment - The University of Sydney","url":"https://www.sydney.edu.au/engineering/our-research/research-centres-and-institutes/australian-centre-for-robotics/agriculture-and-the-environment.html","publisher":"University of Sydney","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"空と地上ロボットの役割を比較。長時間の物理作業では地上機に利点がある。","summaryEn":"Compares air and ground robotics; ground platforms can offer endurance advantages for physical tasks.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view9","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-18","title":"Drone spraying and spreading technology update - WeedSmart","url":"https://www.weedsmart.org.au/content/drone-spraying-and-spreading-technology-update/","publisher":"WeedSmart","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"湿潤年の地上機進入困難と航空散布の予約待ちが、ドローン導入を促した現場事例。","summaryEn":"Describes wet-season access problems and aerial-service queues as drivers of drone adoption.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn79view10","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-19","title":"Remote drone surveillance maps horticulture crop health: Department of Infrastructure Engineering, The University of Melbourne","url":"https://infrastructure.eng.unimelb.edu.au/industry/capabilities/ryu","publisher":"University of Melbourne","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"蒸散低下に伴う温度変化を熱画像で捉え、果樹・ブドウの水分ストレスを地図化。","summaryEn":"Thermal imaging captures temperature changes associated with transpiration and maps orchard water stress.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-20","title":"AI and Drones Take Flight in CQUniversity’s World-first Weed Control Breakthrough - CQUniversity","url":"https://www.cqu.edu.au/research/impact/ai-and-drones-take-flight-in-cquniversitys-world-first-weed-control-breakthrough","publisher":"CQUniversity","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"綿花での試験を踏まえ、AI画像処理・GPS・散布を組み合わせた試作を商用化へ進める。","summaryEn":"Following cotton trials, a prototype integrating AI, GPS and spraying moves toward commercialisation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view13","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-21","title":"QUT - New high-tech drones target Australian vineyards to help stop pests and diseases","url":"https://www.qut.edu.au/news?id=129854","publisher":"Queensland University of Technology","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"ブドウネアブラムシ対策でハイパースペクトル観測を地上調査と組み合わせる研究。","summaryEn":"A vineyard phylloxera project investigates hyperspectral observation alongside ground surveys.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view14","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-22","title":"Wine news from Wine Australia | Wine Australia","url":"https://www.wineaustralia.com/news/articles/drones-showing-their-value-in-vineyards","publisher":"Wine Australia","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"初期微気象試験は、メーカーの接続仕様変更でソフト修正が発生した経緯も記録。","summaryEn":"Early microclimate trials document software rework caused by changes to a manufacturer's interface.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn79view15","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-23","title":"State of the Knowledge Literature Review on Unmanned Aerial Spray Systems in Agriculture","url":"https://www.apvma.gov.au/sites/default/files/publication/91746-state_of_the_knowledge_literature_review_on_unmanned_aerial_spray_systems_in_agriculture.pdf","publisher":"APVMA","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"無人航空散布の性能・ドリフトと試験方法を整理した文献レビュー。条件横断の単純比較に注意。","summaryEn":"A literature review examines aerial-spray performance, drift and study methods; cross-condition comparisons need care.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn79view16","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-24","title":"Research Highlights 2024–25: drone-based weed identification","url":"https://era.dpi.qld.gov.au/id/eprint/15648/1/2024-25-research-highlights.pdf","publisher":"Queensland DPI","language":"en","country":"AU","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","operations"],"summaryJa":"牧草地雑草のAI検知は、管理環境と実圃場で性能が異なり、地上検証が課題と報告。","summaryEn":"Pasture-weed AI research reports differences between controlled and field performance and the need for ground validation.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn79view17","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-25","title":"Can drones provide early warning of herbicide resistance?","url":"https://www.weedsmart.org.au/content/can-drones-provide-early-warning-of-herbicide-resistance/","publisher":"WeedSmart","ref":"turn122view3","publishedDate":"2024-07-08","language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"ドックによる反復観測と処理後の生残雑草の把握を説明。抵抗性診断には農学的確認が必要。","summaryEn":"Explains recurring dock-based monitoring and surviving weeds after treatment; resistance still needs agronomic confirmation.","verification":"read","sourceType":"industry","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-26","title":"Mark Branson, Stockport SA","url":"https://www.weedsmart.org.au/content/mark-branson-stockport-sa/","publisher":"WeedSmart","ref":"turn122view4","publishedDate":"2020-03-11","language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"空撮で疑わしい場所を見つけ、地上で草種を確認して対処する農家事例。撮影光条件と電池運用も記録。","summaryEn":"A grower maps suspicious patches, verifies weed species on the ground, then acts; lighting and battery workflow are documented.","verification":"read","sourceType":"industry","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-27","title":"Taking a single shot at weeds","url":"https://www.weedsmart.org.au/content/taking-a-single-shot-at-weeds/","publisher":"WeedSmart","ref":"turn122view5","publishedDate":null,"language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"観測と散布を分け、地上散布機へ地図を渡す事例。電池交換を含めた作業速度を区別する。","summaryEn":"A case separates mapping from application and passes maps to ground sprayers, distinguishing continuous flight from battery-inclusive output.","verification":"read","sourceType":"industry","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-28","title":"Licensing arrangements for aerial distribution of agricultural chemicals","url":"https://www.business.qld.gov.au/industries/farms-fishing-forestry/agriculture/sustainable/chemical/aerial/who","publisher":"Queensland Government","ref":"turn129view1","publishedDate":null,"language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"薬剤散布の操縦者免許と受託事業者免許、土地所有者の条件を公式に整理する。","summaryEn":"Official guidance separates chemical pilot and contractor licences and explains landholder conditions.","verification":"read","sourceType":"official","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-29","title":"Drone docking stations and weed detection","url":"https://grdc.com.au/resources-and-publications/grdc-update-papers/tab-content/grdc-update-papers/2024/02/drone-docking-stations-and-weed-detection","publisher":"GRDC / StevTech","ref":"turn129view0","publishedDate":"2024-02-16","language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"ドックからクラウド、農学者確認、地上散布へデータをつなぐ設計と一事例の費用比較。一般的な利益率とは区別。","summaryEn":"Describes dock–cloud–agronomist–sprayer integration and one cost vignette, not a universal profitability rate.","verification":"read","sourceType":"industry","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"AU-30","title":"Taking the first steps to automated agronomy – don’t be alarmed!","url":"https://grdc.com.au/resources-and-publications/grdc-update-papers/tab-content/grdc-update-papers/2024/03/taking-the-first-steps-to-automated-agronomy-dont-be-alarmed!","publisher":"GRDC / DataFarming","ref":"turn129view2","publishedDate":"2024-03-01","language":"en","country":"AU","accessedDate":"2026-10-30","topics":["operations","economics","platform"],"summaryJa":"衛星、ドック、作業実績等のデータ融合と農学者の役割を研究。初期研究として読む。","summaryEn":"Early research investigates satellite/dock/operations data fusion and the evolving agronomist role.","verification":"read","sourceType":"industry","rankingEvidence":null,"readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."}],"rankingNoteJa":"公開情報から国内読者数の上位30位は確認できないため、読者数順位ではなく出典付き調査資料集として掲載。","rankingNoteEn":"No public, country-specific top-30 readership ranking was verified; this is a sourced research collection.","targetSources":30,"readCount":30,"candidateCount":0,"researchStatusJa":"収集30件（本文・機関抄録の確認30件、検索候補0件）。読者数の国別比較順位は確認できとらん。readは取得できた本文・抄録の確認を示し、全文の批判的レビュー完了を意味せん。","researchStatusEn":"30 collected records: 30 opened text or institutional abstracts, 0 search-only candidates. National readership rankings are unverified. “Read” does not mean full-paper critical appraisal."},{"code":"NZ","nameJa":"ニュージーランド","nameEn":"New Zealand","region":"Oceania","summaryJa":"牧草、斜面、果樹、環境遵守の観測が主要な学びどころじゃ。空撮の所有権と利用許可も設計に入れる。","summaryEn":"Pasture, slopes, orchards and environmental compliance provide key lessons. Image ownership and permission belong in system design.","historyJa":"2015年の牧草センサー比較や研究機導入から、栄養分布・環境管理へ進展。2026年の規制改革発表は2027年予定と区別する。","historyEn":"From 2015 sensor comparisons and research fleets, work progressed to nutrient and environmental management. The 2026 reform announcement targets 2027.","prioritiesJa":["現行Part 101/102と将来改革を区別","牧草の高さ・影・裸地を補正","撮影同意・所有権・保管権限を明示"],"prioritiesEn":["Separate current Part 101/102 from future reform","Account for pasture height, shade and bare ground","Make consent, ownership and storage permissions explicit"],"rankingStatus":"not-verifiable","sources":[{"id":"NZ-01","title":"Agricultural operations | aviation.govt.nz","url":"https://www.aviation.govt.nz/drones/technical-info-for-102-operators/agricultural-operations/","publisher":"New Zealand CAA","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"液剤散布、肥料等の散布、脊椎動物防除剤を分け、訓練・認証の入口を示す。","summaryEn":"Separates spraying, topdressing and vertebrate toxic agents and introduces training and certification requirements.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-02","title":"Intro to Part 101 rules for unmanned aircraft | aviation.govt.nz","url":"https://www.aviation.govt.nz/drones/regulations/part-101-rules-for-drones/","publisher":"New Zealand CAA","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"Part 101の一般飛行と農業散布を区別する。農業用途だから自動的に一般規則内とは限らない。","summaryEn":"Separates general Part 101 flight from agricultural dispensing; farm use does not automatically fit the basic rules.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view12","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-03","title":"Comparison of four off-the-shelf unmanned aerial vehicles (UAVs) and two photogrammetry programmes for monitoring pasture and cropping field trials | New Zealand Plant Protection","url":"https://journal.nzpps.org/index.php/nzpp/article/view/285","publisher":"New Zealand Plant Protection / AgResearch","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"4機種と2種類の写真測量ソフトを牧草・作物試験の観測で比較した2019年研究。","summaryEn":"A 2019 study compares four UAVs and two photogrammetry tools for pasture and crop trials.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn28view15","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-04","title":"Agricultural productivity to soar with drone reform | Beehive.govt.nz","url":"https://www.beehive.govt.nz/release/agricultural-productivity-soar-drone-reform","publisher":"New Zealand Government","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"2026年の改革発表は2027年半ばの実施予定を示す。発表と現行規則を混同しない。","summaryEn":"A 2026 reform announcement targets mid-2027 implementation; proposed reform is not current permission.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view16","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-05","title":"Measurement of spatial distribution of cattle dung under high and low stocking densities using remote sensing : a thesis presented in partial fulfilment of the requirements for the degree of Master of Science in Agricultural Science at Massey University, Manawatū, New Zealand","url":"https://mro.massey.ac.nz/items/8c4a1eeb-d06a-49b4-9161-df73e21d49d6","publisher":"Massey University","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"家畜糞の分布を空撮で測定。樹木、牧草の高さ、裸地が観測精度に影響した。","summaryEn":"Drone mapping of cattle dung found accuracy sensitive to trees, pasture height and bare soil.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn28view17","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-06","title":"Whenua Haumanu - Massey University","url":"https://www.massey.ac.nz/about/colleges-schools-and-institutes/college-of-sciences/our-research/themes-and-research-strengths/whenua-haumanu/","publisher":"Massey University","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["data"],"summaryJa":"再生型・慣行牧畜の比較研究に、ドローン搭載ハイパースペクトル観測を組み込む。","summaryEn":"A pastoral research programme incorporates drone hyperspectral observations when comparing management practices.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn28view18","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-07","title":"Using drones for precision release-spraying - fgr.nz","url":"https://fgr.nz/using-drones-for-precision-release-spraying/","publisher":"Forest Growers Research","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"対象木を観測して必要箇所だけ散布する林業の工程分離事例。農地設計への比較材料。","summaryEn":"A forestry case separates target observation and precision release spraying; useful as a comparison for farm workflows.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn28view19","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-08","title":"Scion - Remote sensing","url":"https://www.scionresearch.com/services/remote-sensing-uavdrones","publisher":"Scion","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"林業のLiDAR・熱・多波長観測を紹介。農業との比較では用途と地上検証を区別する。","summaryEn":"Reviews forestry LiDAR, thermal and multispectral imaging; farm comparisons must retain use-case differences.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-09","title":"Deploying four optical UAV-based sensors over grassland: challenges and limitations - JuSER","url":"https://juser.fz-juelich.de/record/276576","publisher":"Biogeosciences / Forschungszentrum Jülich","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"ニュージーランド牧草で4種類の光学センサーを地上分光と比較。装置ごとの再現性を検証する。","summaryEn":"Compares four UAV optical sensors against ground spectra in New Zealand pasture.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-10","title":"Scion - Impact story: UAVs for pest control take off","url":"https://www.scionresearch.com/news-and-events/news/2025-news-and-media-releases/impact-story-uavs-for-pest-control-take-off","publisher":"Scion","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying"],"summaryJa":"スポット散布のドリフトだけでなく、社会受容、先住民知、共同設計も研究対象とする。","summaryEn":"Studies spot-spray drift together with social acceptance, Māori knowledge and co-design.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-11","title":"UAV Release Spraying: Results from operational UAV trials","url":"https://fgr.nz/wp-content/uploads/2024/10/PSP-TN002-UAV-Release-Spraying-Results-from-operational-UAV-trials.pdf","publisher":"Forest Growers Research","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics"],"summaryJa":"森林苗の標的散布試験では、位置精度・処理面積・作業単価を別々に評価。農業導入の比較材料。","summaryEn":"A seedling spray trial evaluates targeting, treatment area and work cost separately; a comparator for farm economics.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-12","title":"Scion - Scion celebrates 10 years of UAV research","url":"https://www.scionresearch.com/news-and-events/news/2025-news-and-media-releases/scion-celebrates-10-years-of-uav-research","publisher":"Scion","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2015年の初機導入から、地図、LiDAR、採取、散布研究へ用途が広がった経緯。","summaryEn":"Traces expansion from a first drone in 2015 to mapping, LiDAR, sampling and application research.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-13","title":"Sustainable scholarship for mapping and managing urine patches","url":"https://www.massey.ac.nz/about/news/sustainable-scholarship-for-mapping-and-managing-urine-patches/","publisher":"Massey University","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["data"],"summaryJa":"尿斑の画像・熱観測と土壌分析を結び、窒素損失対策を検証する研究。","summaryEn":"Combines urine-patch imaging and thermal sensing with soil analysis to validate nitrogen-loss interventions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-14","title":"Innovative technology empowers farmers | University of Waikato","url":"https://www.waikato.ac.nz/int/news-events/news/innovative-technology-empowers-farmers/","publisher":"University of Waikato","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform"],"summaryJa":"IoT・連合学習・ドローン・地上機を結ぶ研究構想。市場投入の準備は検証中。","summaryEn":"A research concept links IoT, federated learning, drones and ground robots; market readiness remains under development.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-15","title":"Drone use in on-farm environmental compliance: An investigation of regulators’ perspectives — Lincoln University Centre of Excellence in Transformative Agribusiness","url":"https://www.transformativeagribusiness.co.nz/scientific-publications/drone-use","publisher":"Lincoln University","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["data"],"summaryJa":"農場環境遵守での空撮利用は、撮影許可、所有権、保管、アクセス権と信頼関係が課題。","summaryEn":"Farm-compliance interviews identify permissions, ownership, storage, access and trust as key concerns.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view7","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-16","title":"Hyperspectral Data Can Classify Plant Functional Groups Within New Zealand Hill Farm Pasture","url":"https://mro.massey.ac.nz/items/6d00820b-2cc0-49ff-8816-abb1f08a8bc0/full","publisher":"Massey University / Remote Sensing","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"航空分光による牧草機能群の地図を地上参照で検証。機体方式と成果を混同しない比較研究。","summaryEn":"Validates airborne hyperspectral pasture-group maps against field data; aircraft method should not be conflated with drone performance.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view8","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-17","title":"Drones in New Zealand | Ministry of Transport","url":"https://www.transport.govt.nz/area-of-interest/technology-and-innovation/drones-in-new-zealand","publisher":"Ministry of Transport","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"農業を含むドローン利用の制度・研究方針と、Part 101・102への公式案内。","summaryEn":"Official overview of drone policy, research and Part 101/102 pathways, including agricultural use.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn106view9","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-18","title":"Guidance for applying agrichemicals and Vertebrate Toxic Agents using unmanned aircraft","url":"https://www.aviation.govt.nz/assets/drones/operating-considerations/UA-Operating-considerations_agrichemicals-and-VTA.pdf","publisher":"Civil Aviation Authority of New Zealand","language":"en","country":"NZ","publishedDate":"2025-10-24","accessedDate":"2026-10-30","topics":["regulation","operations","spraying"],"summaryJa":"Part 102は組織・事業者の運航承認で、操縦者個人の資格とは違うんじゃ。航空・薬剤・農業飛行の教育を組み合わせて確認する。","summaryEn":"CAA distinguishes organisational Part 102 approval from pilot competency and identifies aviation, chemical and agricultural training expectations.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn168view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-19","title":"Robust Livestock Detection and Counting Using an Unmanned Aerial Vehicle","url":"https://openrepository.aut.ac.nz/items/e91f7620-684a-47f8-a22c-05ebef22fac8","publisher":"Auckland University of Technology","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","livestock","analytics"],"summaryJa":"羊の数え上げ・追跡と柵の検出を研究しとる。遮蔽や光条件で誤差が出るけえ、自動集計を現場確認とつなぐ必要がある。","summaryEn":"Doctoral research addresses sheep detection, tracking and fence boundaries, identifying occlusion, illumination and perspective as practical challenges.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn175view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-20","title":"Multispectral Aerial Imaging of Pasture Quality and Biomass Using Unmanned Aerial Vehicles","url":"https://www.massey.ac.nz/~flrc/workshops/13/Manuscripts/Paper_vonBueren_2013.pdf","publisher":"Massey University / FLRC","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","calibration"],"summaryJa":"2013年の牧草センシング研究は、既に校正・位置合わせ・地上実測を重視しとった。きれいな画像を農家の判断へ変える難所は昔から同じじゃ。","summaryEn":"2013 pasture research describes sensor calibration, radiometric correction, georeferencing and ground reference data as prerequisites for actionable UAV measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn181view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-21","title":"A Step-by-Step Guide to a Typical Agricultural Spray Drone Job in New Zealand","url":"https://www.aerolab.co.nz/blogs/news/a-step-by-step-guide-to-a-typical-agricultural-spray-drone-job-in-new-zealand","publisher":"Aerolab NZ","language":"en","country":"NZ","publishedDate":"2024-10-10","accessedDate":"2026-10-30","topics":["turnaround","operations","spraying"],"summaryJa":"供給会社が準備、薬剤補充、電池交換、中断点への復帰を説明しとる。所要時間や能力は機種・圃場条件に依存するけえ、実測で確かめよう。","summaryEn":"Supplier describes site preparation, refill/battery swaps and resuming interrupted routes. Its capacity and timing statements need validation for each machine and field.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn202view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-22","title":"Ride the Sky pilot: final evaluation findings","url":"https://www.worksafe.govt.nz/dmsdocument/72467-ride-the-sky-pilot-final-evaluation-findings/latest/","publisher":"WorkSafe New Zealand","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","safety","livestock","evidence"],"summaryJa":"前後GPSが使えた11農場では、車両の距離・時間に全体として有意な減少はなかった。便利だという感想と実測の代替効果を分ける大切な事例じゃ。","summaryEn":"Eleven farms had usable pre/post GPS data; combined vehicle time and distance did not significantly decline. This separates reported usefulness from measured substitution.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn230view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-23","title":"Felton Road: targeted spraying with drone technology","url":"https://www.eeca.govt.nz/insights/case-studies-and-articles/targeted-spraying-with-drone-technology/","publisher":"Energy Efficiency and Conservation Authority","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["turnaround","economics","viticulture"],"summaryJa":"ワイナリーの事例は5分おきの液剤・電池補充も含めた効果を報告しとる。太陽光充電、技能習得、地形が前提で、他の農場の利益率にはそのまま移せん。","summaryEn":"Official vineyard case includes frequent battery/tank changes, solar charging and a training curve. Reported site benefits are not universal returns for other farms.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn230view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-24","title":"Drone Benefit Study","url":"https://www.ansr.transport.govt.nz/area-of-interest/technology-and-innovation/drone-benefit-study","publisher":"New Zealand Ministry of Transport","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","history","industry"],"summaryJa":"2019年の25年先までの便益推計じゃ。酪農・牧畜などの潜在効果を扱うが、予測を実現済みの市場規模や一戸の投資回収と混同せんこと。","summaryEn":"2019 study models potential benefits over 25 years, including dairy and pastoral farming; projections are not realised market revenue or individual farm ROI.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn227view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-25","title":"Drone spraying trial at Makauri Farm","url":"https://www.leaderbrand.co.nz/our-stories/technology-innovation/drone-spraying-trial-a-success/","publisher":"LeaderBrand","language":"en","country":"NZ","publishedDate":"2023-11-02","accessedDate":"2026-10-30","topics":["spraying","operations","case-study"],"summaryJa":"湿った冬の野菜畑で雑草の塊を狙う3か月試験。生産者がノズル・散布量・操縦者連携を調整しとり、機体だけで成果が決まらんと分かる。","summaryEn":"Grower reports a three-month wet-ground weed trial with nozzle/rate testing and trained operators. It is a producer account, not an independent controlled efficacy study.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn227view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-26","title":"Economic Benefits to New Zealand from Beyond-Line-of-Sight Operation of UAVs","url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2708317","publisher":"Authors' report / SSRN","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","history","bvlos"],"summaryJa":"牧草管理そのものの便益と、目視外運航で追加される便益を分けた推計じゃ。規制緩和の潜在効果を既存技術全体の利益と二重計上せんようにする。","summaryEn":"Historical economic model separates active pasture-management gains from incremental beyond-line-of-sight benefits; modelled scenarios are not observed realised returns.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn247view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-27","title":"Perception of Drone Use in Environmental Management","url":"https://ourlandandwater.nz/outputs/perception-of-drone-use-in-environmental-management/","publisher":"Our Land and Water / AgResearch","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["adoption","data-platform","governance"],"summaryJa":"農家と農村の専門家が、環境管理でのドローンをどう受け止めるかを扱う研究紹介じゃ。画像の使い道と信頼関係も、導入設計に含める必要があるんよ。動画本編は未視聴。","summaryEn":"Project summary addresses farmers' and rural professionals' perceptions of drone use in environmental management. Trust and intended image use belong in implementation design. The accompanying video was not viewed.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn287view12","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-28","title":"Precision horticulture – Helping make better orchard management decisions","url":"https://researchcommons.waikato.ac.nz/entities/publication/594efc32-fb46-4315-ac86-af908fa37b1f","publisher":"NZ Kiwifruit Journal / University of Waikato","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","history","data-platform"],"summaryJa":"2016年の園芸向け解説は、広い穀物畑の精密農業から、細かな果樹園管理へつながる流れを示す。分光画像とGISを、場所と時期の違いが分かる判断材料にするんじゃ。","summaryEn":"This 2016 article describes the move from broad-acre precision agriculture toward fine-scale orchard decisions, combining spectral imagery with GIS and spatial/temporal variation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn346view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NZ-29","title":"UAV-based prediction of ryegrass dry matter yield","url":"https://doi.org/10.1080/01431161.2022.2058890","publisher":"International Journal of Remote Sensing / AgResearch","language":"en","country":"NZ","publishedDate":"2022-04-06","accessedDate":"2026-10-30","topics":["sensing","pasture"],"summaryJa":"検索で見つかった論文候補じゃ。ライグラスの体積から乾物量を推定する際の品種差を扱う。出版社ページが403で開けず、詳細レビューは未完了。","summaryEn":"Candidate paper on cultivar-sensitive prediction of ryegrass dry matter from UAV measurements. Search excerpts were retrieved, but the publisher returned 403; detailed review is pending.","verification":"search-only","sourceType":"research","rankingEvidence":null,"ref":"turn345search1","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Publisher/DOI retrieval repeatedly returned 403."},{"id":"NZ-30","title":"Airspace Integration Trials programme","url":"https://www.mbie.govt.nz/science-and-technology/science-and-innovation/international-opportunities/new-zealand-r-d/innovative-partnerships/airspace-integration-trials","publisher":"Ministry of Business, Innovation and Employment","language":"en","country":"NZ","publishedDate":null,"accessedDate":"2026-10-30","topics":["platform","operations","history"],"summaryJa":"農場監視などの実証を含む政府事業の候補ページじゃ。検索結果は確認できたが本文の取得は403で失敗した。事業参加を一般の運航許可と読み替えてはいけん。","summaryEn":"Government programme candidate includes farm-monitoring trials. Search excerpts were available; direct retrieval returned 403. Programme participation is not general operational permission.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn222search5","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Official page returned 403 on repeated retrieval."}],"rankingNoteJa":"公開情報から国内読者数の上位30位は確認できないため、読者数順位ではなく出典付き調査資料集として掲載。","rankingNoteEn":"No public, country-specific top-30 readership ranking was verified; this is a sourced research collection.","targetSources":30,"readCount":28,"candidateCount":2,"researchStatusJa":"収集30件（本文・機関抄録の確認28件、検索候補2件）。読者数の国別比較順位は確認できとらん。readは取得できた本文・抄録の確認を示し、全文の批判的レビュー完了を意味せん。","researchStatusEn":"30 collected records: 28 opened text or institutional abstracts, 2 search-only candidates. National readership rankings are unverified. “Read” does not mean full-paper critical appraisal."},{"code":"ZA","nameJa":"南アフリカ","nameEn":"South Africa","region":"Africa","summaryJa":"小規模農家の意思決定に使える情報へ変換することが核心じゃ。精密な地図だけで導入価値は決まらん。","summaryEn":"Turning measurements into decisions for emerging farmers is central; detailed maps alone do not establish value.","historyJa":"大学・CSIR・ARCによる病害・水分・収量観測から、農家向け情報システムへ研究が広がる。","historyEn":"University, CSIR and ARC work links disease, water and yield observation with farmer-facing information systems.","prioritiesJa":["航空と農薬散布の資格を分離","地域・作物でモデルを検証","携帯画面と普及員の役割を設計"],"prioritiesEn":["Separate aviation and chemical qualifications","Validate models by crop and locality","Design mobile views and extension workflows"],"rankingStatus":"not-verifiable","sources":[{"id":"ZA-01","title":"Precision agriculture | CSIR","url":"https://www.csir.co.za/what-we-do/agriculture-and-food/precision-agriculture","publisher":"CSIR","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["data"],"summaryJa":"地上・衛星・ドローン観測を農家向け意思決定画面へ結ぶ情報システムを開発。","summaryEn":"Combines ground, satellite and drone observations into farmer-facing decision support.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-02","title":"Using data for better farming: Advances in agroinformatics - Research for Impact","url":"https://www0.sun.ac.za/researchforimpact/2024/06/18/using-data-for-better-farming-advances-in-agroinformatics/","publisher":"Stellenbosch University","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["data"],"summaryJa":"画像収集だけでなく、共有・品質管理・農学的解釈を通してデータを資産化する課題を示す。","summaryEn":"Highlights data sharing, quality and agronomic interpretation beyond image collection.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-03","title":"fabinet.up.ac.za","url":"https://fabinet.up.ac.za/research-groups/remote-sensing-of-plant-health","publisher":"University of Pretoria FABI","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"熱・分光等のセンサーをドローンと組み合わせ、作物・森林の病害観測に利用。","summaryEn":"Combines thermal and spectral sensing with UAVs for crop and forest health monitoring.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-04","title":"FABI has its first drone pilots","url":"https://www.fabinet.up.ac.za/index.php/news-item?id=1192","publisher":"University of Pretoria FABI","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2021年に操縦資格取得と多波長空撮によるトウモロコシ病害・ストレス研究を報告。","summaryEn":"Reports 2021 pilot training and multispectral maize disease and stress research.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-05","title":"Unmanned Aircraft Systems - SACAA","url":"https://www.caa.co.za/industry-information/uas/","publisher":"South African Civil Aviation Authority","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"私的利用と商用等を区別し、機体登録、承認、運航証明の関係を整理。","summaryEn":"Distinguishes private from other use and sets out registration, approval and operating-certificate requirements.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn106view10","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-06","title":"CropLife SA Article : Regulatory Requirements for the Use of Drones for Aerial Application of Agricultural Remedies - CropLife South Africa","url":"https://croplife.co.za/Article/NewsArticle?pv=regulatory-requirements-for-the-use-of-drones-for-aerial-application-of-agricultural-remedies","publisher":"CropLife South Africa","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"航空側の資格と農薬散布側の登録・ラベル遵守を重ねて確認する業界説明。","summaryEn":"Industry guidance explains the separate aviation and pesticide-application obligations.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn106view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-07","title":"Advancing precision water management in smallholder sugarcane farming: leveraging unmanned aerial vehicle-based remote sensing and machine learning for evapotranspiration and water stress assessment.","url":"https://researchspace.ukzn.ac.za/items/08a8da1e-56f6-4d80-806e-bbf0130703ad","publisher":"University of KwaZulu-Natal","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"小規模サトウキビ農家の水管理でUAVと機械学習を検討。使いやすい支援画面と訓練を課題に挙げる。","summaryEn":"A thesis examines UAV/ML water management for smallholder sugarcane and highlights usable decision tools and training.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view19","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-08","title":"Evaluation of canopy fraction-based vegetation indices, derived from multispectral UAV imagery, to map water status variability in a commercial vineyard | Irrigation Science | Springer Nature Link","url":"https://link.springer.com/article/10.1007/s00271-023-00907-1","publisher":"Irrigation Science / Stellenbosch University","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2.42haのブドウ園で31株の地上測定と多波長空撮を比較し、水分状態のばらつきを評価。","summaryEn":"Compares ground measurements on 31 vines with multispectral UAV imagery in a 2.42-ha vineyard.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn106view20","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-09","title":"Enabling Small-Scale Grower Sugarcane Quality Management with Smartphone and Crop Spraying Drone Technologies","url":"https://www.scielo.org.za/scielo.php?lng=en&nrm=iso&pid=S0301-603X2025000400008&script=sci_arttext","publisher":"South African Journal of Agricultural Extension / SASRI","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","smallholders","economics","data-communication"],"summaryJa":"16試験・11地域で糖度測定とスマホ判断、散布を組み合わせた参加型研究じゃ。利益を得るには収穫・工場への配送時期まで合わせる必要がある。","summaryEn":"Sixteen participatory trials connect cane maturity measurement, smartphone decisions and drone ripening. Realising value also depends on harvest and mill-delivery coordination.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn172view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-10","title":"Evaluating UAV multispectral imagery, machine learning and image analysis techniques for mapping taro and sweet potato in Swayimane","url":"https://uwcscholar.uwc.ac.za/items/75e03b29-dabb-4580-8f9c-d1944751b2bb","publisher":"University of the Western Cape / Geo: Geography and Environment","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","intercropping","analytics"],"summaryJa":"サトイモ・サツマイモの混作地で、画像を物体単位で扱う方法を比較しとる。複雑な小農圃場では一画素ずつの分類だけでは足らんことがある。","summaryEn":"Swayimane study compares object-based and pixel-based crop classification, demonstrating why fragmented intercropping needs methods adapted to field structure.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn191view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-11","title":"UAV-based multispectral imaging and machine learning for detecting and mapping maize leaf diseases in smallholder farms","url":"https://pubmed.ncbi.nlm.nih.gov/42151332/","publisher":"Published research abstract / PubMed","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","disease","analytics"],"summaryJa":"Limpopoの小農圃場で病害分類を試し、リン欠乏の判別は難しかった。病害と栄養不足を混同せんため、地上診断で確認する必要がある。","summaryEn":"Limpopo maize study compares classifiers and reports weaker phosphorus-deficiency classification, supporting ground diagnosis before treatment decisions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn199view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-12","title":"Exploring the prospects of UAV-remotely sensed data in estimating productivity of maize crops in typical smallholder farms of southern Africa","url":"https://isprs-annals.copernicus.org/articles/X-1-W1-2023/1143/2023/","publisher":"ISPRS Annals","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","yield","smallholders"],"summaryJa":"収量予測に向く生育段階と波長を検討した研究。いつ撮るかが精度を左右するけえ、同じ飛行頻度で一年中測ればよいわけではないんじゃ。","summaryEn":"Study tests growth-stage and spectral-variable choices for smallholder maize yield prediction, showing the importance of when imagery is collected.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn247view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-13","title":"Crop classification and weed detection in rainfed maize crops using UAV and PlanetScope imagery","url":"https://ica-abs.copernicus.org/articles/6/50/2023/","publisher":"International Cartographic Association","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","weeds","satellite-integration"],"summaryJa":"Bronkhorstspruitの雑草・トウモロコシ・土を空撮と衛星で分類した会議要旨じゃ。画像分類の成績を、除草効果や収益の実証とは分けて扱う。","summaryEn":"Conference abstract compares UAV/PlanetScope crop and weed classification in Bronkhorstspruit; classification results do not establish herbicide efficacy or farm profits.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn256view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-14","title":"Assessing maize yield spatiotemporal variability using UAVs and machine learning","url":"https://pure.uj.ac.za/en/publications/assessing-maize-yield-spatiotemporal-variability-using-unmanned-a/","publisher":"University of Johannesburg / Geomatics","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","yield","analytics"],"summaryJa":"4時期の空撮で収量予測を比較し、精度が生育段階で変わると示しとる。『AI予測』の一語で誤差を隠さず、時期ごとに表示することが大切じゃ。","summaryEn":"Four-date maize study reports stage-dependent prediction performance, supporting uncertainty displays rather than a single blanket AI accuracy claim.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn247view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-15","title":"UAV imagery for monitoring leaf moisture in smallholder maize systems","url":"https://researchspace.ukzn.ac.za/items/6338d2d8-8f09-4810-8536-35f35bd82124","publisher":"University of KwaZulu-Natal","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","calibration"],"summaryJa":"葉の水分指標と近赤外・レッドエッジを結び付けた修士研究。指標の選択と生育期で精度が変わるけえ、地上実測が欠かせん。","summaryEn":"Thesis compares moisture indicators and algorithms across growth stages, underlining the need for ground reference measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn257view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-16","title":"Development of a light-weight unmanned aerial vehicle for precision agriculture","url":"https://pure.uj.ac.za/en/publications/development-of-a-light-weight-unmanned-aerial-vehicle-for-precisi/","publisher":"University of Johannesburg / Sensors","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["flight-principles","spraying","prototype"],"summaryJa":"軽量四発機と画像検出・ポンプを連動させた試作研究じゃ。検出して作動することと、現場で均一な付着や長期利益を得ることは別の検証になる。","summaryEn":"Prototype links onboard weed detection to a spray module. Actuation demonstration does not establish field deposition quality or long-term economics.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn257view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-17","title":"The influence of drone monitoring on crop health and harvest size","url":"https://pure.uj.ac.za/en/publications/the-influence-of-drone-monitoring-on-crop-health-and-harvest-size/","publisher":"University of Johannesburg / IEEE conference","language":"en","country":"ZA","publishedDate":"2017-08-23","accessedDate":"2026-10-30","topics":["history","industry","sensing"],"summaryJa":"2017年の論文は機器会社への2件の聞き取りを含む。初期産業の考え方を追う資料として使い、収量効果の大規模実験とは区別するんじゃ。","summaryEn":"2017 conference paper includes two technology-provider interviews, useful for industry history but not a large causal yield-impact experiment.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn257view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-18","title":"Graduate Uses Drones in Research for Master’s Degree in Agrometeorology","url":"https://agriculture-science.ukzn.ac.za/news/graduate-uses-drones-in-research-for-masters-degree-in-agrometeorology/","publisher":"University of KwaZulu-Natal","language":"en","country":"ZA","publishedDate":"2025-05-19","accessedDate":"2026-10-30","topics":["operations","sensing","skills"],"summaryJa":"水ストレス研究の現場では、機材の到着遅れ、センサー統合、長時間の地上測定、地域の言語が壁になった。機体だけ買っても研究・運用体制は揃わんという事例じゃ。","summaryEn":"A graduate's crop water-stress project describes equipment delays, sensor integration, extensive ground measurements and local language barriers. Implementation requires people and field processes as well as an aircraft.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn287view10","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-19","title":"Exploring UAV RGB data for crop monitoring and mapping in smallholder Swayimane","url":"https://researchspace.ukzn.ac.za/items/3af312c2-bcf5-4269-9bb7-00ba9da7172a/full","publisher":"University of KwaZulu-Natal","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","economics","smallholders"],"summaryJa":"小規模農地でRGBとマルチスペクトルを比べた修士研究じゃ。用途によって安価なRGBも役立つが、葉面積などの推定精度は異なる。必要な意思決定からセンサーを選ぼうや。","summaryEn":"This thesis compares RGB and multispectral imagery on smallholder farms. Results support evaluating cheaper RGB for particular decisions while recognising different performance for crop classification and leaf-area estimation.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn287view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-20","title":"Leveraging thermal remote sensing to assess the water status of neglected taro","url":"https://researchspace.ukzn.ac.za/items/8fc3bfea-1ce5-4b31-b700-fa9a119a3f91","publisher":"University of KwaZulu-Natal","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","smallholders"],"summaryJa":"タロイモの水分状態を熱画像と分光画像で調べた研究じゃ。土の背景を除く処理や生育段階が結果に効く。温度の色だけで灌水を決めず、現場の条件を合わせるんよ。","summaryEn":"Thermal and multispectral research on taro shows that soil-background removal and growth stage affect water-status estimation. A thermal colour map alone is insufficient for an irrigation decision.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn301view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-21","title":"Evaluating the Potential of UAV-Derived Data for Evapotranspiration Estimation in Smallholder Farms","url":"https://agris.fao.org/search/fr/records/6a59ede4bff15ad8c4875e27","publisher":"Remote Sensing / publisher abstract via FAO AGRIS","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","data-platform"],"summaryJa":"スワイマネのサトウキビで、ドローン由来の指標と蒸発散を比較した論文じゃ。地上計測を基準に検証しとる。地域を広げるには現地計測への依存も課題になる。","summaryEn":"A Swayimane sugarcane study compares drone-derived indicators with evapotranspiration reference measurements. Scaling depends on how models transfer and how much local instrumentation they require.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn297view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-22","title":"Using drones to monitor crop health, water stress and crop water requirements for improving crop water productivity in smallholder croplands","url":"https://www.wrc.org.za/?mdocs-file=64639","publisher":"Water Research Commission","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","platform","smallholders"],"summaryJa":"小規模農家の水利用を対象にした研究事業の報告書じゃ。地上検証、雑草や水質の未解決点、衛星・クラウドとの連携を扱う。全235ページではなく概要と提言を確認した。","summaryEn":"Project report on drone-based crop and water monitoring discusses ground validation, remaining weed and water-quality questions, and satellite/cloud integration. Reading covered executive-summary and recommendation excerpts, not all 235 pages.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn299view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-23","title":"UAV high-throughput phenotyping of selected neglected and under-utilised crop species for improved water use and productivity on smallholder farms","url":"https://www.wrc.org.za/wp-content/uploads/mdocs/3251%20final_.pdf","publisher":"Water Research Commission","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","history","smallholders"],"summaryJa":"2026年の事業報告は、タロイモやサツマイモなどを対象に、細かな圃場地図と作物特性を結び付ける。小規模で混在する畑に合わせたデータが要るんじゃ。概要部分を確認。","summaryEn":"The 2026 report connects fine-resolution mapping with crop traits for neglected crops such as taro and sweet potato. Heterogeneous smallholder fields need appropriately scaled data. Executive-summary excerpts were read.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn321view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-24","title":"Crop mapping in smallholder farms using UAV imagery and geospatial cloud computing infrastructure","url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10918192/","publisher":"Heliyon","language":"en","country":"ZA","publishedDate":"2024-02-25","accessedDate":"2026-10-30","topics":["sensing","platform","smallholders"],"summaryJa":"小規模農地の画像をクラウドで分類した研究じゃ。処理を共有しやすくする一方、解像度、学習用ラベル、別地域への適用を確認せにゃいけん。データは著者への請求が必要とされる。","summaryEn":"This study combines UAV crop mapping with cloud processing. Resolution, training labels and transfer to other farms remain material design choices; the paper states that study data are available on request.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn301view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-25","title":"Spatial quantification of maize water stress using UAV-acquired data in smallholder farms of Swayimane","url":"https://uwcscholar.uwc.ac.za/items/25ef7b17-95ed-4970-b12b-6e9ac34e5062","publisher":"University of the Western Cape","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","water","smallholders"],"summaryJa":"トウモロコシの水ストレスを、生育段階別のドローン観測から捉える修士研究じゃ。水ストレス指数を使うにも、時期と現地検証を結び付けることが肝心なんよ。","summaryEn":"This thesis explores UAV-based maize water stress across growth stages in Swayimane. Its framing reinforces the importance of stage-specific interpretation and local calibration.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn299view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-26","title":"Estimation of maize foliar temperature and stomatal conductance as indicators of water stress based on UAV optical and thermal imagery","url":"https://uwcscholar.uwc.ac.za/items/c0ed5653-4b0c-402e-9d58-42933ed29faf","publisher":"Drones / University of the Western Cape","language":"en","country":"ZA","publishedDate":"2022-07-08","accessedDate":"2026-10-30","topics":["sensing","water"],"summaryJa":"トウモロコシの葉温と気孔コンダクタンスを、生育期間を通じて推定する研究じゃ。光学・熱赤外画像と機械学習を組み合わせる。大学リポジトリの抄録を確認した。","summaryEn":"The study combines optical/thermal UAV imagery and random forests to estimate maize leaf temperature and stomatal conductance throughout the crop cycle. The institutional abstract was read.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn347view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-27","title":"Crop monitoring in smallholder farms using UAVs to facilitate precision agriculture: a scoping review and bibliometric analysis","url":"https://uwcscholar.uwc.ac.za/items/b9a156a8-e18f-4f87-92e1-9b7edd056717","publisher":"Sustainability / University of the Western Cape","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","data-platform","smallholders"],"summaryJa":"小規模農家向け研究の分布を整理したレビューじゃ。大学の抄録を確認した。2026年の訂正告知も検索で見つかったため、詳細な数値を再利用する前に訂正文を確認する必要がある。","summaryEn":"This review maps research on UAV applications for smallholder agriculture. The institutional abstract was read. A 2026 correction was found in search and should be examined before reusing detailed findings.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn358view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal.","relatedCorrection":{"url":"https://www.mdpi.com/2071-1050/18/11/5644","verification":"search-only","ref":"turn348search8"}},{"id":"ZA-28","title":"Assessment of the maize Crop Water Stress Index using drone-acquired data across different phenological stages","url":"https://uwcscholar.uwc.ac.za/items/47450bb8-011a-4b12-a8c6-9b8023bf9deb","publisher":"Drones / University of the Western Cape","language":"en","country":"ZA","publishedDate":"2025-03-06","accessedDate":"2026-10-30","topics":["sensing","water"],"summaryJa":"地上の葉温・気温・湿度で基準を作り、分光画像から生育段階別の水ストレスを推定した論文じゃ。学位論文と関連する成果であり、独立した再現試験として重ねて数えんことが大切なんよ。","summaryEn":"This article builds water-stress baselines from field canopy/air temperatures and humidity, then models stage-specific stress with UAV variables. It is related to the listed thesis and should not be counted as independent replication.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn364view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-29","title":"What is really holding back drone adoption in South African agriculture?","url":"https://repository.hsrc.ac.za/bitstream/handle/20.500.11910/24264/Download.pdf?isAllowed=y&sequence=1","publisher":"Human Sciences Research Council","language":"en","country":"ZA","publishedDate":"2025-06-24","accessedDate":"2026-10-30","topics":["economics","adoption","industry"],"summaryJa":"AgriBIS調査を使い、企業規模や設立年数による導入の違いを示す記事じゃ。対象は革新活動を行う企業で、全農家の普及率ではない。導入企業の好成績も因果効果と断定はできん。","summaryEn":"HSRC analyses adoption by firm size and age using AgriBIS. The sample is innovation-active firms, not all farmers; reported benefits among adopters do not establish causal effects of drones. Relevant article pages were read.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn365view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"ZA-30","title":"Unmanned Aerial Vehicle and Spectral Datasets in South Africa for Precision Agriculture","url":"https://www.mdpi.com/2306-5729/8/6/98","publisher":"Data / Agricultural Research Council authors","language":"en","country":"ZA","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","data-platform"],"summaryJa":"南アフリカの複数地域のUAV・分光データを扱う候補論文じゃ。検索概要のみ確認。公開データへの実アクセスや利用条件は、本文と配布先を読んで追加検証する必要がある。","summaryEn":"Candidate paper describes South African UAV and spectral datasets. Only search excerpts were available; data accessibility and reuse conditions still require verification from the full paper and distribution service.","verification":"search-only","sourceType":"research","rankingEvidence":null,"ref":"turn348search4","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Publisher returned 429; attempted publisher PDF unavailable."}],"rankingNoteJa":"公開情報から国内読者数の上位30位は確認できないため、読者数順位ではなく出典付き調査資料集として掲載。","rankingNoteEn":"No public, country-specific top-30 readership ranking was verified; this is a sourced research collection.","targetSources":30,"readCount":29,"candidateCount":1,"researchStatusJa":"収集30件（本文・機関抄録の確認29件、検索候補1件）。読者数の国別比較順位は確認できとらん。readは取得できた本文・抄録の確認を示し、全文の批判的レビュー完了を意味せん。","researchStatusEn":"30 collected records: 29 opened text or institutional abstracts, 1 search-only candidates. National readership rankings are unverified. “Read” does not mean full-paper critical appraisal."},{"code":"KE","nameJa":"ケニア","nameEn":"Kenya","region":"Africa","summaryJa":"稲、茶、ジャガイモの観測と鳥害対策の事例がある。導入費・訓練・データ保護まで一緒に考えるんじゃ。","summaryEn":"Examples span rice, tea, potatoes and bird-damage response; cost, training and data protection must be addressed together.","historyJa":"大学の研究と2020年のUAS制度、バッタ防除の試行が並行して進んだ。2024年には鳥害対応も公表され、2025年規則の議会資料もある。制度は旧来の案内だけで判断せんようにしよう。","historyEn":"University research, the 2020 UAS framework and locust-control pilots developed together. A bird-response case was published in 2024; Parliament also records 2025 regulations, so older guidance is not sufficient alone.","prioritiesJa":["費用・制度・技能を一体で評価","衛星・地上・ドローンの尺度を接続","提携発表と検証された成果を区別"],"prioritiesEn":["Assess cost, rules and skills together","Connect satellite, field and UAV scales","Separate partnerships from validated outcomes"],"rankingStatus":"not-verifiable","sources":[{"id":"KE-01","title":"Government Launches Aerial Drone Programme To Combat Quelea Birds - MoALD","url":"https://kilimo.go.ke/government-launches-aerial-drone-programme-to-combat-quelea-birds/","publisher":"Ministry of Agriculture and Livestock Development","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2024年の鳥害対応で忌避剤の標的散布を開始した政府事例。成果の独立検証は別途必要。","summaryEn":"A 2024 government case launches targeted bird-repellent application; independent outcome validation remains separate.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view7","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-02","title":"Drones, insects and local community to tackle Kenya’s thorny problem","url":"https://blog.invasive-species.org/2024/03/26/drones-insects-and-local-community-to-tackle-kenyas-thorny-problem/","publisher":"CABI Invasives Blog","language":"en","country":"KE","publishedDate":"2024-03-26","accessedDate":"2026-10-30","topics":["sensing","pasture","extension"],"summaryJa":"牧草地に広がる外来サボテンを地図にし、生物的防除の前後を追う事例じゃ。地域の担い手育成と一体で進めとる。CABIは自社ブログ内の2024年閲読順位3位と公表したが、ケニア全体の順位ではない。","summaryEn":"Drones establish a baseline for invasive-cactus control on grazing land alongside community training. CABI lists this article third in its own 2024 most-read blog list; this is not a Kenyan cross-publisher ranking.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn383view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal.","publisherPopularity":{"rank":3,"period":"2024","scope":"CABI Invasives Blog only","status":"publisher-reported; raw readership data and country breakdown not published","url":"https://blog.invasive-species.org/2024/12/18/most-popular-blogs-of-2024/","ref":"turn384view0"}},{"id":"KE-03","title":"Drone Research Group at JKUAT: agricultural research projects","url":"https://drone.jkuat.ac.ke/research.html","publisher":"JKUAT","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"ジャガイモ、Mweaの稲作、茶の収量推定と衛星・ドローンデータ融合を研究。","summaryEn":"Research includes potatoes, Mwea rice, tea yields and satellite–drone data fusion.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view10","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-04","title":"Unmanned Aircraft Systems (Drones) | Kenya Civil Aviation Authority","url":"https://kcaa.or.ke/safety-security-oversight/unmanned-aircraft-systems","publisher":"Kenya Civil Aviation Authority","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"KCAAのUAS窓口は2020年規則等を掲載しとるが、2025年規則の議会資料も存在する。窓口のリンクだけを現行制度の全体と見なさんようにしよう。","summaryEn":"KCAA's UAS hub links 2020 rules and operational resources, but Parliament also records 2025 regulations. The hub alone does not settle the currently operative framework.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-05","title":"CropLife Africa Middle East at the signing of a Memorandum of Understanding between aak-GROW/CropLife Kenya and Fahari Aviation – CropLife AME","url":"https://croplifeafrica.org/croplife-africa-middle-east-at-the-signing-of-a-memorandum-of-understanding-between-aak-grow-croplife-kenya-and-fahari-aviation/","publisher":"CropLife Africa Middle East","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"2026年の業界連携は農薬管理とドローン応用を結ぶ。提携発表と実績を分けて読む。","summaryEn":"A 2026 partnership links pesticide stewardship and drone applications; an announcement is not outcome evidence.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn47view13","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-06","title":"The Adoption and Application of Drone Technology in Precision Agriculture in Kenya — DP331","url":"https://kippra.or.ke/download/the-adoption-and-application-of-drone-technology-in-precision-agriculture-in-kenya-dp331-2/?ind=1740047705986&wpdmdl=20943","publisher":"KIPPRA","language":"en","country":"KE","publishedDate":"2024","accessedDate":"2026-10-30","topics":["economics","industry","data"],"summaryJa":"専門家意見と将来シナリオを使い、価格・規制・訓練・データ保護を導入の要因として分析。効果測定実験とは異なる。","summaryEn":"Uses expert elicitation and foresight scenarios to analyse price, regulation, training and data protection; it is not an impact experiment.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn62view0","readingScope":"Abstract, introduction and methods excerpts."},{"id":"KE-07","title":"Rice Canopy Nitrogen Content Estimation Using UAV and XGBoost","url":"https://etasr.com/index.php/ETASR/article/view/15820","publisher":"Engineering, Technology & Applied Science Research","language":"en","country":"KE","publishedDate":"2026-06-01","accessedDate":"2026-10-30","topics":["sensing","nitrogen","analytics"],"summaryJa":"Mweaの稲作試験で画像とSPAD測定を結び、窒素のばらつきを推定したんじゃ。予測精度と施肥後の利益は別々に検証せんといけん。","summaryEn":"Kenyan rice trial combines multispectral imagery, SPAD measurements and XGBoost for nitrogen maps; prediction performance is distinct from validated fertiliser savings or farm profit.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn162view8","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal.","publicMetrics":{"abstractViews":552,"pdfDownloads":498,"observedDate":"2026-10-30","limitation":"Publisher counters; no geographic audience or cross-publisher rank."}},{"id":"KE-08","title":"Fahari Aviation scales up service offering with additional high-capacity drones for precision farming","url":"https://corporate.kenya-airways.com/en/commitments-partnerships/corporate-responsibility/sustainability-esg-reports/news-press-release/2023/september/fahari-aviation-scales-up-service-offering-with-additional-high-capacity-drones-for-precision-farming/","publisher":"Kenya Airways","language":"en","country":"KE","publishedDate":"2023-09-19","accessedDate":"2026-10-30","topics":["industry","spraying","spreading","fleet"],"summaryJa":"2023年に14機追加を発表し、茶・サイザル・花きでのサービスを紹介しとる。日処理面積は会社側の能力説明で、独立検証した実績とは区別する。","summaryEn":"Company announcement adds 14 aircraft and describes tea, sisal and flower services; advertised fleet capacity is not independently audited realised throughput.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn199view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-09","title":"Precision Agriculture in Kenya: 2026 Country Update","url":"https://www.ispag.org/resource_display/?id=1948&title=Precision+Agriculture+in+Kenya:+2026+Country+Update","publisher":"International Society of Precision Agriculture","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","platform","training"],"summaryJa":"学会の国別概観はデータ分断、資金、技能不足を論点にしとる。エコシステム紹介であって、全国の普及率を実測した調査ではないんじゃ。","summaryEn":"Professional-society overview identifies financing, data interoperability and skills constraints. It is an ecosystem assessment, not a national measured adoption survey.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn199view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-10","title":"FAO desert locust FAQs: drone survey and targeted treatment research","url":"https://www.fao.org/locusts/faqs/en/","publisher":"FAO","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","pest-control","operations"],"summaryJa":"ケニアを含む地域のバッタ対策資料。市販機の限界と長距離調査・小規模処理の研究を分けており、実用化済みと決めつけんことが大切じゃ。","summaryEn":"Regional locust guidance includes Kenya and distinguishes experimental UAV survey/targeted treatment from proven routine operations, noting commercial-drone limitations.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn199view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-11","title":"Egerton University welcomes partners to inaugural agricultural drone pilots training programme","url":"https://egerton.ac.ke/university-news/partnerships/egerton-university-welcomes-partners-to-inaugural-agricultural-drone-pilots-training-programme.html","publisher":"Egerton University","language":"en","country":"KE","publishedDate":"2025-11-17","accessedDate":"2026-10-30","topics":["training","operations","industry"],"summaryJa":"大学・農業団体・航空関係者による操縦教育の開始を記録しとる。修了見込みと法的な運航資格は分けて確認するんじゃ。","summaryEn":"University describes a two-week programme with industry and aviation partners; training participation and operational licensing remain distinct milestones.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn202view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-12","title":"Drone Technology Training at the University of Eldoret","url":"https://tagdev.uoeld.ac.ke/?p=1859","publisher":"University of Eldoret / TAGDev","language":"en","country":"KE","publishedDate":"2026-03-18","accessedDate":"2026-10-30","topics":["training","analytics","operations"],"summaryJa":"2026年の6週間講座は操縦だけでなく、空撮解析や農業判断を対象にしとる。募集情報であり、受講後の営農成果はまだ示しとらん。","summaryEn":"2026 course announcement covers flight, mapping, spraying and interpretation. It evidences training provision rather than measured graduate or farm outcomes.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn202view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-13","title":"Civil Aviation (Unmanned Aircraft Systems) Regulations 2025: Parliamentary record and explanatory memorandum","url":"https://libraryir.parliament.go.ke/items/46217928-cd26-4400-82ae-af9452579b61","publisher":"Parliament of Kenya / Ministry of Roads and Transport","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","industry"],"summaryJa":"2025年規則・2026年法令告示40号の議会記録と説明書を確認。KCAAの2020年資料だけで判断せず、適用版・施行状況を当局に確かめるんじゃ。","summaryEn":"Parliament records the 2025 regulations as Legal Notice 40 of 2026; its explanatory memo discusses updating the 2020 framework. Confirm operative requirements rather than relying solely on KCAA's older hub.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn222view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-14","title":"Developing a resilient and regenerative tea production system","url":"https://www.cranfield.ac.uk/research-projects/developing-a-resilient-and-regenerative-tea-production-system","publisher":"Cranfield University","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","platform","sensing","tea"],"summaryJa":"東アフリカ茶園との1980年代以来の研究を土台に、IoTeaと空撮・育種を結ぶ2023–28年計画じゃ。計画目標と検証済み成果は区別して読む。","summaryEn":"2023–28 partnership connects drone phenotyping with IoTea crop modelling, building on East African tea research since the 1980s. Planned impacts are not completed results.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn219view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-15","title":"Nuru Kenya supports farmers with drones","url":"https://nuruinternational.org/blog/nuru-kenya/kenya-supports-farmers-with-drones/","publisher":"Nuru","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","smallholders","sensing"],"summaryJa":"地域スタッフの資格取得と作物観察を組み合わせた実施団体の報告じゃ。画像から支援先を選ぶ流れを示すが、収量増加を独立検証した数字ではない。","summaryEn":"Implementer reports local pilot certification and crop-monitoring workflows to target support; it does not provide independently measured yield impacts.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn257view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-16","title":"The use of drones for precision agriculture: Thika / Del Monte, June 2019","url":"https://flyinglabs.org/portfolio/using-drones-for-precision-agriculture/","publisher":"Kenya Flying Labs","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","industry"],"summaryJa":"2019年Thikaの実演事例。植物指標の地図を農業企業へ示した当時の記録であり、当時の規制記述を現在へ持ち込まんことが大切じゃ。","summaryEn":"June 2019 Thika demonstration documents an early precision-agriculture engagement; its historical regulatory context should not be treated as current law.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn257view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-17","title":"Agricultural Drone Monitoring System: multidisciplinary research","url":"https://dasclab.uonbi.ac.ke/theme-detail.php?slug=multidisciplinary-teams","publisher":"University of Nairobi / DASCLAB","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["prototype","sensing","platform"],"summaryJa":"大学研究室は小農向け自律観察機の試作・試験を報告しとる。参加型設計を重視する一方、詳細な精度・収益データはこのページだけでは確認できん。","summaryEn":"University lab describes autonomous crop-monitoring prototypes and participatory design; the page does not supply detailed validation or economic results.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn257view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-18","title":"Aerial spraying capability","url":"https://astral-aerial.com/capabilities/aerial-spraying","publisher":"Astral Aerial","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations","training"],"summaryJa":"事業者が散布サービスと訓練の入口を説明しとる。訓練では操縦資格が前提となる案内もある。サービスの宣伝であり、作業能力や利益を独立に検証した記事ではないんじゃ。","summaryEn":"Operator service documentation describes spraying and training requirements. It is a provider account, not independent verification of operational capacity or farm profitability.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn283view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-19","title":"Desert locust upsurge: progress report May 2020","url":"https://www.fao.org/fileadmin/user_upload/emergencies/docs/1_Desert%20locust%20upsurge%20%E2%80%93%20progress%20report%20May%202020.pdf","publisher":"Food and Agriculture Organization","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations","history"],"summaryJa":"2020年当時、バッテリー、薬液容量、ULV散布への対応が大規模バッタ防除の壁とされた。ケニアでの活用検討も記録しとる。当時の制約を現在の全機種に当てはめてはいけん。","summaryEn":"FAO's 2020 response report discusses battery, tank and ultra-low-volume spraying constraints, including Kenyan feasibility work. These are historical findings, not statements about every current aircraft.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn287view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-20","title":"Drones in Locust Control: Putting Theory Into Action","url":"https://astral-aerial.com/articles/drones-in-locust-control","publisher":"Astral Aerial / Frontier Tech Hub","language":"en","country":"KE","publishedDate":"2020-12-07","accessedDate":"2026-10-30","topics":["operations","spraying","history"],"summaryJa":"4回の現地報告では、群れの移動、道路や通信の不足、バッテリーと水の運搬が作業を左右した。有人機・地上班との重複散布も課題じゃ。低い防除効果も隠さず報告しとる。","summaryEn":"Four operator field missions describe moving locusts, road/network gaps, battery and water transport, and duplicated work across aircraft and ground teams. The account also reports disappointing control results.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn341view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-21","title":"Building a ULV Spray Drone From Scratch","url":"https://astral-aerial.com/articles/building-a-ulv-spray-drone","publisher":"Astral Aerial / Frontier Tech Hub","language":"en","country":"KE","publishedDate":"2021-04-27","accessedDate":"2026-10-30","topics":["engineering","spraying","operations","history"],"summaryJa":"水を運べん現場が、ULV散布装置の現地改修を促した。重心や追加電源も試験した事例じゃ。当時の効率改善予測を実証済みの数字として扱わず、改修機の承認確認も別に要る。","summaryEn":"Water logistics motivated a locally integrated ULV retrofit, including balance and auxiliary-power checks. Projected efficiency gains were not yet field results at publication; the account is not an operational approval.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn341view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-22","title":"Testing ULV Spraying in the Real World","url":"https://astral-aerial.com/articles/ulv-spraying-real-world","publisher":"Astral Aerial / Frontier Tech Hub","language":"en","country":"KE","publishedDate":"2021-11-26","accessedDate":"2026-10-30","topics":["spraying","operations","sensing","history"],"summaryJa":"ムグガ農場で、対象物の観測と散布を別々に測り、対照区や紙への付着試験で再検証した。会社報告ではULVで面積当たり時間が短縮したが、この小規模条件から全国能力は決まらんのよ。","summaryEn":"Muguga trials separated reconnaissance from spraying and used controls and repeated paper-deposition tests. The operator reports shorter time per hectare under ULV; small-plot results do not establish national-scale capacity.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn341view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-23","title":"The pilot ended, but the flying didn’t","url":"https://www.frontiertechhub.org/insights/dronesforlocustsfiveyearson","publisher":"Frontier Tech Hub","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["investment","skills","platform","history"],"summaryJa":"支援側の追跡記事は、バッタ防除の試行から、訓練、機材、共同研究、別作物の観測へ発展した過程を紹介しとる。投資効果は購入機体だけでなく組織の能力にも表れるが、因果効果の独立評価ではない。","summaryEn":"A programme retrospective traces the pilot into training, equipment, partnerships and subsequent crop/invasive-plant monitoring. It describes institutional capacity benefits, rather than an independent causal evaluation of investment returns.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn347view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-24","title":"Optimum Flight Height for the Control of Desert Locusts Using Unmanned Aerial Vehicles","url":"https://mdpi-res.com/d_attachment/drones/drones-07-00233/article_deploy/drones-07-00233-v2.pdf?version=1680056685","publisher":"Drones / CABI and University of Nairobi","language":"en","country":"KE","publishedDate":"2023-03-28","accessedDate":"2026-10-30","topics":["spraying","engineering","swarm"],"summaryJa":"付着量と防除効果を、高度やバッタの発育段階ごとに測った研究じゃ。示された適切な高度はこの試験条件の結果で、全散布作業の標準値ではない。複数機運用は今後の研究課題とされる。","summaryEn":"The study measures deposition and control outcomes across flight heights and locust life stages. Its optimum is specific to the tested setup, not a universal spraying prescription. Multi-drone effectiveness remains a research question.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn358view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"KE-25","title":"Farmers Trained on Drone Spraying Technology","url":"https://www.kenyanews.go.ke/farmers-trained-on-drone-spraying-technology/","publisher":"Kenya News Agency","language":"en","country":"KE","publishedDate":"2025-09-17","accessedDate":"2026-10-30","topics":["training","spraying","economics"],"summaryJa":"キリニャガでの散布機導入と農家の共同利用を報じる候補記事じゃ。検索抜粋のみ確認。記事中の速度・費用は関係者の説明で、独立した比較試験ではない。","summaryEn":"Candidate report on a Kirinyaga spraying launch and farmer group ownership. Only search excerpts were retrieved. Quoted speed and cost claims are stakeholder statements, not independently tested comparisons.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn364search3","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Direct retrieval repeatedly timed out."},{"id":"KE-26","title":"CS Kagwe unveils digital farming push","url":"https://www.kenyanews.go.ke/cs-kagwe-unveils-digital-farming-push/","publisher":"Kenya News Agency","language":"en","country":"KE","publishedDate":"2026-10-02","accessedDate":"2026-10-30","topics":["platform","industry","governance"],"summaryJa":"デジタル農業の政策とサービスを扱う候補記事じゃ。ドローンだけでなく農家登録やデータ基盤の連携を追う入口になる。本文取得が失敗したため、詳細の確認は残っとる。","summaryEn":"Candidate reporting on digital agriculture policy and services provides a route to investigate links between drones, farmer registries and data infrastructure. Direct retrieval failed; detailed verification remains pending.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn199search2","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Direct page retrieval timed out."},{"id":"KE-27","title":"Company introduces drones to spray chemicals on crops","url":"https://www.kenyanews.go.ke/company-introduces-drones-to-spray-chemicals-on-crops/","publisher":"Kenya News Agency","language":"en","country":"KE","publishedDate":"2021-11-08","accessedDate":"2026-10-30","topics":["spraying","history","economics"],"summaryJa":"2021年のDigiFarm・Astralの試行を扱う候補記事じゃ。検索抜粋は確認したが本文は取得できんかった。当時の提示価格や作業時間を、現在の相場として使ってはいけん。","summaryEn":"Candidate report on a 2021 DigiFarm/Astral pilot. Search excerpts were found but the page could not be retrieved; historical quoted prices or working times should not be treated as current market benchmarks.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn195search1","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Direct retrieval timed out."},{"id":"KE-28","title":"JKUAT–FUJITA Corporation Potato Value Chain Project Implementation in Nyandarua County, Kenya","url":"https://www.jkuat.ac.ke/project/africaai/?p=18349","publisher":"JKUAT / AFRICA-ai-JAPAN","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","extension","history"],"summaryJa":"ジャガイモの普及活動でドローンによる地図作成を実演した候補記事じゃ。全文の取得は失敗。記事の増収見込みは種苗・土壌・営農改善を含むため、ドローン単独の効果としては扱えん。","summaryEn":"Candidate institutional account includes a drone-mapping demonstration within a potato value-chain programme. Direct retrieval failed. Its wider yield claims concern combined seed/soil/management changes, not the isolated effect of drones.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn364search2","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Direct page retrieval repeatedly timed out."},{"id":"KE-29","title":"Unlocking the Lower Skies: The Costs and Benefits of Deploying Drones across Use Cases in East Africa","url":"https://documents.worldbank.org/curated/en/800891621396276151/pdf/Unlocking-the-Lower-Skies-The-Costs-and-Benefits-of-Deploying-Drones-across-Use-Cases-in-East-Africa.pdf","publisher":"World Bank","language":"en","country":"KE","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","platform","logistics"],"summaryJa":"東アフリカの用途別費用便益を比べる候補報告書じゃ。ケニアの農業事例を探す索引として記録した。PDF取得が失敗し、経済モデルの前提・結果の詳細検証は未完了。","summaryEn":"Candidate regional cost-benefit report includes Kenyan agriculture use cases. PDF retrieval failed, so economic assumptions and results have not undergone detailed verification.","verification":"search-only","sourceType":"official","rankingEvidence":null,"ref":"turn283search50","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Document endpoint failed; alternate PDF exceeded retrieval size limit."},{"id":"KE-30","title":"Tackling a cactus menace with sustainable biological control in Kenya’s Naibunga Community Conservancy","url":"https://blog.invasive-species.org/2025/01/24/tackling-a-cactus-menace-with-sustainable-biological-control-in-kenyas-naibunga-community-conservancy/","publisher":"CABI Invasives Blog","language":"en","country":"KE","publishedDate":"2025-01-24","accessedDate":"2026-10-30","topics":["sensing","pasture","extension","economics"],"summaryJa":"ドローン地図を使う牧草地管理の続報じゃ。地上の監視・防除を続けるには、移動距離、訓練、防護具、担い手の報酬も必要となる。CABI自社ブログ内で2025年4位と公表。国別順位ではない。","summaryEn":"A follow-up connects drone mapping with the practical costs of sustained pasture management: travel, training, protective equipment and community labour. CABI reports fourth place in its own 2025 blog list, not a national ranking.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn385view0","readingScope":"Retrieved article text; distinct follow-up to the 2024 project account, not independent replication.","publisherPopularity":{"rank":4,"period":"2025","scope":"CABI Invasives Blog only","status":"publisher-reported; raw readership data and country breakdown not published","url":"https://blog.invasive-species.org/2025/12/18/our-most-read-blogs-of-2025/","ref":"turn384view1"}}],"rankingNoteJa":"公開情報から国内読者数の上位30位は確認できないため、読者数順位ではなく出典付き調査資料集として掲載。","rankingNoteEn":"No public, country-specific top-30 readership ranking was verified; this is a sourced research collection.","targetSources":30,"readCount":25,"candidateCount":5,"researchStatusJa":"収集30件（本文・機関抄録の確認25件、検索候補5件）。国別閲読順位は未検証。2件には発行者のブログ内順位があるが、国別・全媒体の順位ではない。readは取得本文・抄録の確認を示し、全文の批判的レビュー完了を意味せん。","researchStatusEn":"30 collected records: 25 opened texts or institutional abstracts and 5 search-only candidates. Two have publisher-reported blog popularity positions, not national or cross-publisher rankings. Read does not mean full-paper critical appraisal."},{"code":"NG","nameJa":"ナイジェリア","nameEn":"Nigeria","region":"Africa","summaryJa":"小中規模農家向けの受託サービスと若者の技能育成が重要じゃ。機体購入に加えて保守とデータ解釈の継続費用を見る。","summaryEn":"Service provision and youth skills matter for smaller farms. Budget for maintenance and interpretation alongside aircraft purchase.","historyJa":"2022年の活用可能性研究、2024年の大学実演・UAS統合部門、2026年のFAO事例に普及経路が見える。","historyEn":"A 2022 review, 2024 university demonstrations and UAS unit, and a 2026 FAO case illustrate pathways to adoption.","prioritiesJa":["実証補助と商用採算を区別","保守・電源・人材をサービスに含める","観測結果を農家の具体的行動へ変換"],"prioritiesEn":["Separate demonstration grants from viable operations","Include maintenance, power and skills in service design","Translate observations into specific farmer actions"],"rankingStatus":"not-verifiable","sources":[{"id":"NG-01","title":"NCAA SETS UP DEDICATED UNMANNED AIRCRAFT UNIT. NCAA","url":"https://ncaa.gov.ng/media/news/ncaa-sets-up-dedicated-unmanned-aircraft-unit/","publisher":"Nigeria Civil Aviation Authority","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation"],"summaryJa":"2024年にUAS統合部門を設置し、登録・免許・監視の窓口を整えると発表。","summaryEn":"Announces a 2024 UAS integration unit for registration, licensing and oversight.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view15","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-02","title":"Fourth Industrial Revolution Technology Application","url":"https://4irta.nitda.gov.ng/","publisher":"NITDA","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry"],"summaryJa":"UAV・IoT・AI等の農業実証を支援する制度。実証支援と持続的な商用採算を区別する。","summaryEn":"A programme supports UAV, IoT and AI farm demonstrations; pilot funding is distinct from commercial viability.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view16","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-03","title":"Machine power that empowers","url":"https://www.fao.org/newsroom/story/machine-power-that-empowers/en","publisher":"FAO","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["operations"],"summaryJa":"小中規模農家向け観測・散布と、若者への保守・データ解釈訓練を紹介。","summaryEn":"Describes mapping and spraying services for smaller farms plus training in maintenance and data interpretation.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn47view17","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-04","title":"Proceedings :: AfCPA","url":"https://www.paafrica.org/proceedings/?action=abstract&id=9468&search=years&title=Potentials+of+Unmanned+Aerial+Vehicles+%28UAVs%29+for+the+Nigerian+Agriculture","publisher":"African Conference on Precision Agriculture","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing"],"summaryJa":"2022年の会議要旨。観測・散布・灌漑などの用途と導入上の障害を論じる。","summaryEn":"A 2022 conference abstract reviews sensing, application, irrigation and adoption barriers.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view18","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-05","title":"FUNAAB Partners IAP, DJI to Hold Agric Drone Show on Campus – FUNAAB","url":"https://funaab.edu.ng/funaab-partners-iap-dji-to-hold-agric-drone-show-on-campus/","publisher":"Federal University of Agriculture Abeokuta","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["history"],"summaryJa":"2024年に大学・IAP・DJIが授業と圃場実演を実施。普及と教育の接点となる事例。","summaryEn":"A 2024 university–IAP–DJI event combines teaching and field demonstrations.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view19","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-06","title":"Design and Implementation of an Unmanned Aerial Vehicle (UAV) for Image Capture in Enterprise Farming","url":"https://www.nijotech.com/index.php/nijotech/article/download/3483/2012/11949","publisher":"Nigerian Journal of Technology","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["principles"],"summaryJa":"2024年の画像取得用機体設計研究。3D造形部材とGPS経路を使う試作であり、散布性能の実証ではない。","summaryEn":"A 2024 imaging UAV study uses printed components and GPS missions; it does not validate spray performance.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn47view20","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-07","title":"Development of Unmanned Aerial Vehicle-Mounted Sprayer for Spraying Pesticides and Fertilizer","url":"https://ujet.uniabuja.edu.ng/index.php/ujet/article/view/81","publisher":"UNIABUJA Journal of Engineering and Technology","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","flight-principles","prototype"],"summaryJa":"国内研究者の六発ローター散布試作機。校正と機械的な問題の修正を報告しとる。摘要の電池・出力数値には整合性確認が要るけえ、調達仕様として使わん。","summaryEn":"Nigerian hexacopter prototype integrates a spray system and documents calibration/mechanical difficulties. Abstract battery/power figures require consistency checking before any engineering procurement use.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn160view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-08","title":"UAV data collection in Nigeria — TAMASA","url":"https://tamasa.cimmyt.org/our-work/nigeria/uav-data-collection/","publisher":"CIMMYT / TAMASA","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","training","platform","history"],"summaryJa":"トウモロコシ画像を実測NDVI・LAIと結ぶ研究。Bayero大学とNASRDAへの技能移転は、機体購入だけでは続かんデータ事業の土台じゃ。","summaryEn":"TAMASA links maize UAV imagery to field measurements, trains Bayero University researchers and collaborates with NASRDA to retain capability beyond the project.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn160view7","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-09","title":"Development of a Spray System for A Drone System in Nigeria","url":"https://www.iiste.org/Journals/index.php/JNSR/article/download/58864/60772","publisher":"Journal of Natural Sciences Research","language":"en","country":"NG","publishedDate":"2022-05-31","accessedDate":"2026-10-30","topics":["spraying","flight-principles","prototype"],"summaryJa":"GPS位置とポンプ制御を連動する試作研究じゃ。液量・単位の記載には確認が要り、ベクター防除の微細液滴条件を作物散布へそのまま移すんは避ける。","summaryEn":"Prototype connects GPS triggers and pump control. Reported application-rate units need checking; vector-control droplet conditions do not establish safe or effective crop spraying.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn160view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-10","title":"AI-Guided Drone-GPS Detection of Fall Armyworm Pest and Symptoms in Maize Farm","url":"https://ajsat.org/index.php/ajsat/article/view/4283","publisher":"Asian Journal of Science and Applied Technology","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","pest-detection","analytics"],"summaryJa":"三地域の画像から害虫検出モデルを作り、携帯アプリとドローン画像で試した研究じゃ。位置付き検出から実際の減農薬効果までは追加検証が要る。","summaryEn":"Nigerian study combines pest-image training, an Android app and drone video with GPS detection points. Demonstrated detection does not itself establish pesticide reductions.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn162view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal.","publicMetrics":{"views":323,"downloads":148,"observedDate":"2026-10-30","limitation":"Publisher counters; no geographic audience or cross-publisher rank."}},{"id":"NG-11","title":"2025 Year in Review — From Promise to Proof","url":"https://www.iaprecision.com/reports/2025-year-in-review","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["industry","training","platform"],"summaryJa":"事業者自身の活動報告。油ヤシ解析の勉強会、散布実演、大学連携を記録しとる。到達農家数や成果の主張は第三者監査済みとは扱わん。","summaryEn":"Provider retrospective documents oil-palm analytics education, spraying demonstrations and partnerships. Reach and impact statements are company reports, not independently audited outcomes.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn175view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-12","title":"Economic and Health Benefits of Drone Technology for Fall Armyworm Management among Maize Farmers in Southwest Nigeria","url":"https://www.iaprecision.com/reports/economic-and-health","publisher":"Integrated Aerial Precision / Precision Field Academy","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","smallholders","health","operations"],"summaryJa":"50戸を目的抽出した調査で、主に利益や負担の『認識』を測っとる。共同利用への関心は参考になるが、臨床的健康改善や投資回収の因果証明ではないんじゃ。","summaryEn":"A purposive survey of 50 farmers measures perceived benefits and symptoms around demonstrations. It informs cooperative-service design but does not establish causal clinical outcomes or investment returns.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn175view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-13","title":"5 research areas to remember from the African Plant Breeders Association 2023 Conference","url":"https://www.cgiar.org/news-events/news/5-research-areas-to-remember-from-the-african-plant-breeders-association-2023-conference","publisher":"CGIAR","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","sensing","breeding"],"summaryJa":"IITAナイジェリアのキャッサバ育種で、重ね撮りから三次元の草姿を取り出す事例。何を選抜したいか決めてから計測項目を設計するんじゃ。","summaryEn":"CGIAR reports IITA Nigeria work extracting cassava canopy structure from overlapping drone imagery, linking phenotyping questions to breeding decisions.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn191view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-14","title":"Smallholder Farms: assessing maize, cassava and intercropping in southwest Nigeria","url":"https://www.udel.edu/academics/colleges/ceoe/about/news/2026/june/smallholder-farms/","publisher":"University of Delaware","language":"en","country":"NG","publishedDate":"2026-06-09","accessedDate":"2026-10-30","topics":["sensing","intercropping","platform"],"summaryJa":"Oyo州で車載カメラとドローンを組み合わせて作物分布を検証しとる。全国への拡張は目標段階じゃけえ、完成済みの全国地図とは扱わん。","summaryEn":"Oyo State work uses geolocated vehicle imagery and UAV observations to validate maize, cassava and intercropping maps. National expansion is an ambition, not a completed result.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn191view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-15","title":"The progressive modernization of cassava breeding programs at IITA and future prospects","url":"https://acsess.onlinelibrary.wiley.com/doi/10.1002/csc2.70245","publisher":"Crop Science / IITA","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["history","breeding","analytics"],"summaryJa":"IITA自身が育種基盤の変遷を整理し、画像・三次元形状による非破壊評価を説明しとる。地下の根の性質を空撮だけで直接測れるわけではないんじゃ。","summaryEn":"IITA authors describe breeding modernisation and UAV photogrammetry/spectroscopy for aboveground phenotyping; root traits require additional measurement methods.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn195view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-16","title":"Farmers’ perception toward utilization of drone technology for smart farming in Ondo State","url":"https://repository.rsis.international/ijrsi/13/2/farmers-perception-toward-utilization-of-drone-technology-for-smart-farming-in-ondo-state-nigeria-6031","publisher":"International Journal of Research and Scientific Innovation","language":"en","country":"NG","publishedDate":"2026-02-24","accessedDate":"2026-10-30","topics":["economics","adoption","smallholders"],"summaryJa":"Ondo州120戸の質問票は、期待があっても費用・技能・通信が壁になると報告しとる。認識調査の回答を実際の収量向上や普及率とは読み替えん。","summaryEn":"Survey of 120 farmers reports positive perceptions alongside cost, skills and connectivity barriers. Perceptions are not measured yield gains or national adoption rates.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn247view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-17","title":"Remotely Piloted Aircraft System Certification Services","url":"https://www.ncaa.gov.ng/services/airworthiness/remotely-piloted-aircraft-system-certification-services/","publisher":"Nigeria Civil Aviation Authority","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["regulation","operations"],"summaryJa":"商用RPAS事業者の運航証明と関係規則への公式入口じゃ。農業で使う前にも、機体購入と事業者承認を別の工程として計画する。","summaryEn":"Official certification service explains organisational RPAS operating approval and links relevant regulations; purchasing an aircraft is separate from authorisation.","verification":"read","sourceType":"official","rankingEvidence":null,"ref":"turn252view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-18","title":"Precision Agriculture Incubation Program: growing digital and precision agriculture leaders","url":"https://www.ispag.org/resource_display/?id=1783&title=Precision+Agriculture+Incubation+Program+(PAIP):+Growing+the+Next+Generation+of+Digital+%26+Precision+Agriculture+Leaders+in+Africa","publisher":"International Society of Precision Agriculture / programme organisers","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["training","industry","platform"],"summaryJa":"オンライン講座から大学拠点の実地訓練、農家向け説明役へつなぐ仕組み。参加者数は運営側の報告で、継続就業や営農効果は追加追跡が要る。","summaryEn":"Organisers describe progression from online instruction to university field hubs and farmer-facing ambassadors; participant counts do not establish sustained employment or farm outcomes.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn256view11","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-19","title":"Combatting Fall Armyworm with Aerial Precision","url":"https://www.iaprecision.com/case-studies/combatting-fall-armyworm-with-aerial-precision","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","spraying","case-study"],"summaryJa":"害虫被害の地図から散布へつなぐDunsfieldの事業者事例。植生指標だけで原因を断定せず、病害虫の現地確認が必要じゃ。","summaryEn":"Provider case links Dunsfield damage mapping to spraying; vegetation indices alone do not prove pest identity or causal yield recovery.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-20","title":"Transforming maize farming with drone-based plant counting","url":"https://www.iaprecision.com/case-studies/maize-plant-counting-using-drones","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["sensing","analytics","case-study"],"summaryJa":"個体数地図を補植判断へ変える事例じゃ。ただし一覧と本文で面積表記に差があり、元データや誤検出率の確認が要る。","summaryEn":"Plant-counting case translates imagery into replanting decisions; inconsistent area descriptions and absent error audits warrant checking underlying data.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-21","title":"Early-season weed control in cassava using precision drone spraying","url":"https://www.iaprecision.com/case-studies/early-season-weed-control-in-cassava-using-precision-drone-spraying","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","operations","case-study"],"summaryJa":"Ogun州の若いキャッサバ畑で適期散布を行った提供者の報告。雑草圧・薬害・付着を別々に確認して評価する事例として読むんじゃ。","summaryEn":"Provider describes timely weed treatment for Ogun State cassava; independent weed-control, crop-injury and deposition measurements are not established here.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view2","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-22","title":"Rice farming with integrated aerial precision drone solutions","url":"https://www.iaprecision.com/case-studies/rice-farming-with-integrated-aerial-precision-drone-solutions","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","drift","case-study"],"summaryJa":"稲作の飛散低減をうたう販売事例じゃ。大きな削減率には測定方法・対照条件の提示が足らんけえ、一般的な性能値には使わん。","summaryEn":"Commercial rice case makes large drift/input-reduction claims without sufficient visible measurement/control detail; do not generalise those percentages.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view3","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-23","title":"Rice broadcasting with precision planting in Nigeria","url":"https://www.iaprecision.com/case-studies/drones-are-improving-rice-broadcasting-with-precision-planting-in-nigeria","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["seeding","operations","case-study"],"summaryJa":"Fatherland農場の播種を計画飛行と校正で行った事例。作業時間の短縮と発芽・苗立ち・最終収量は分けて測る必要があるんじゃ。","summaryEn":"Fatherland case describes planned and calibrated rice broadcasting. Faster application is distinct from verified emergence, establishment and harvested yield.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view4","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-24","title":"Sugarcane farming in Nigeria using drone technology","url":"https://www.iaprecision.com/case-studies/revolutionizing-sugarcane-farming-in-nigeria-using-drone-technology","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","logistics","case-study"],"summaryJa":"Dangoteのサトウキビ処理で適期・補給物流を論点にした提供者事例。散布中の接触低減があっても、混合や補充の曝露は残るんじゃ。","summaryEn":"Provider describes a time-sensitive Dangote sugarcane operation. Reduced spray-zone exposure does not eliminate mixing/refilling exposure or prove all claimed outcomes.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view5","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-25","title":"Maize fungicide spraying with agricultural drones in Nigeria","url":"https://www.iaprecision.com/case-studies/maize-fungicide-spraying-with-agricultural-drones-in-nigeria","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["spraying","disease","case-study"],"summaryJa":"CWAYのトウモロコシさび病へ対応した会社側の記録。発病地図・診断・処理後の比較を揃えてから効果を判断するんじゃ。","summaryEn":"Provider account addresses CWAY maize rust; diagnosis and comparative post-treatment monitoring are needed to establish efficacy.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-26","title":"Granular fertiliser application with drone technology","url":"https://www.iaprecision.com/case-studies/transforming-granular-fertiliser-application-for-enhanced-nutrient-efficiency-with-drone","publisher":"Integrated Aerial Precision","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["fertiliser","spreading","case-study"],"summaryJa":"尿素散布の作業条件を公開しとるが、見出しと本文の顧客名が一致せん。散布均一性は受け皿試験などの測定で確かめる必要がある。","summaryEn":"Provider describes granular urea application, but client naming is inconsistent. Distribution uniformity requires measured calibration evidence beyond flight settings.","verification":"read","sourceType":"industry","rankingEvidence":null,"ref":"turn258view7","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-27","title":"UAV-derived time-series canopy traits and crop surface models for cassava","url":"https://www.fz-juelich.de/en/ibg/ibg-2/forschung/publikationen/research-data/juelich-data-eine-plattform-zur-datenpublikation-am-forschungszentrum-juelich-gmbh/uav_derived_time_series_canopy_traits_crop_surface_models","publisher":"Forschungszentrum Jülich","language":"en","country":"NG","publishedDate":"2026-08-17","accessedDate":"2026-10-30","topics":["sensing","data-platform","history"],"summaryJa":"イバダンとイケンネのキャッサバ試験から、時系列画像・地表モデル・区画IDを結ぶデータを公開しとる。データ説明を確認した段階で、全ファイルを再解析したわけではないんじゃ。","summaryEn":"Dataset documentation links Nigerian cassava trials to repeated imagery, crop surface models and persistent plot identifiers. Documentation was read; the data were not downloaded or independently reanalysed.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn287view0","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-28","title":"Technological Innovations for Improving Cassava Production in Sub-Saharan Africa","url":"https://www.frontiersin.org/journals/genetics/articles/10.3389/fgene.2020.623736/full","publisher":"Frontiers in Genetics / IITA authors","language":"en","country":"NG","publishedDate":"2021-01-21","accessedDate":"2026-10-30","topics":["sensing","history","data-platform"],"summaryJa":"IITAによる2021年の整理じゃ。空から地上部の生長を測り、地下の根は別の計測技術で補う。ドローン画像だけで収量の全てが見えるとは限らんのよ。","summaryEn":"IITA authors describe aerial measurement of above-ground cassava growth alongside separate root measurement technologies. This 2021 account illustrates why canopy observations need complementary measurements.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn299view6","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-29","title":"Detecting Cassava Plants under Different Field Conditions Using UAV-Based RGB Images and Deep Learning Models","url":"https://mediatum.ub.tum.de/doc/1712149/1712149.pdf","publisher":"Remote Sensing / Technical University of Munich","language":"en","country":"NG","publishedDate":"2023-04-28","accessedDate":"2026-10-30","topics":["sensing","engineering","data-platform"],"summaryJa":"ナイジェリアのキャッサバ画像で、モデルの検出精度・速度・メモリを比べた研究じゃ。雑草や影でも性能が変わる。株数を数える仕組みから、利益や散布効果まで直接証明したわけではないんよ。","summaryEn":"Nigerian cassava imagery tests detection models under changing field conditions and on embedded hardware. Accuracy, speed and memory trade off; plant detection does not itself prove farm profit or spraying effectiveness.","verification":"read","sourceType":"research","rankingEvidence":null,"ref":"turn348view1","readingScope":"Retrieved page text/excerpts; not a claim of full-paper critical appraisal."},{"id":"NG-30","title":"UAV Technologies for Precision Agriculture: Capabilities, Constraints, and Deployment Models for Smallholder Systems in Sub-Saharan Africa","url":"https://www.mdpi.com/2504-446X/10/2/115","publisher":"Drones","language":"en","country":"NG","publishedDate":null,"accessedDate":"2026-10-30","topics":["economics","industry","smallholders"],"summaryJa":"サハラ以南の小規模農業を比較するレビュー候補じゃ。ナイジェリアの論点を地域の条件差と比べる入口になるが、本文を取得できず、統合した効果量や国別数値は未検証。","summaryEn":"Candidate regional review for comparing Nigerian smallholder constraints with other African settings. Full retrieval failed; pooled effects and country-level estimates have not been verified.","verification":"search-only","sourceType":"research","rankingEvidence":null,"ref":"turn347search13","readingScope":"Search excerpts only. Direct page retrieval failed; not a reviewed source.","accessIssue":"Publisher returned 429 on repeated retrieval."}],"rankingNoteJa":"公開情報から国内読者数の上位30位は確認できないため、読者数順位ではなく出典付き調査資料集として掲載。","rankingNoteEn":"No public, country-specific top-30 readership ranking was verified; this is a sourced research collection.","targetSources":30,"readCount":29,"candidateCount":1,"researchStatusJa":"収集30件（本文・機関抄録の確認29件、検索候補1件）。読者数の国別比較順位は確認できとらん。readは取得できた本文・抄録の確認を示し、全文の批判的レビュー完了を意味せん。","researchStatusEn":"30 collected records: 29 opened text or institutional abstracts, 1 search-only candidates. National readership rankings are unverified. “Read” does not mean full-paper critical appraisal."}]