Build value through monitoring and scouting; assess spraying under separate pesticide and aviation regimes. Travel time and agronomic decisions matter on dispersed farms.
Rothamsted has used UAV phenotyping since 2014. Hands Free Hectare combined remote crop operations and drone sampling during the 2016–2017 cropping year.
30 sources
Distinguishes commercial authorisation from limited trials and describes separate aviation, spray-operation, operator and equipment requirements.
Research adapting open-source drone navigation to existing farm machinery illustrates a route to automation beyond purpose-built machines.
Combines RGB, multispectral, hyperspectral and thermal imaging with ground truth; data pipelines convert flights into plot measurements.
Training connects flight skills to image interpretation, livestock checks, mapping and recovery. Application examples do not constitute spraying permission.
Documents 2017 sowing, drone sampling and progression toward fleet operations, including weather and irregular-field challenges.
Follow-up documents navigation and coverage improvements while acknowledging remaining manual intervention.
LiDAR measurements of hedges and trees are combined with soil analysis to estimate farm carbon stocks.
A 2023 government answer records drone spraying as aerial application requiring risk assessment; current details must come from HSE.
A 2022 report describes evidence gaps in exposure, drift and efficacy that limited adoption and regulatory assessment.
Official UAS operating guidance, to be checked separately from pesticide rules.
The closed 2026 grant scheme specifies drone uses, batteries and qualifications; eligibility is not pesticide authorisation.
A 2022 policy vision discusses agricultural sensing, seeding and heavier drones; its 2030 expectations are not achieved capabilities.
Vendor case study combines GAI with soil nitrogen tests in wheat; savings are farm-, year- and price-dependent.
Vendor workflow moves from weed overview maps to close-up confirmation; treatment decisions still require agronomy and legal checks.
A vendor guide uses satellite, soil and yield maps to place scouting points and inform nitrogen decisions with GAI.
A trial account reports limits of broad RGB mapping for late disease and the value of closer leaf-level images.
Current vendor features translate images into crop, weed, tramline and prescription layers; performance statements are vendor claims.
A product example turns potato observations into plant counts, cover, variation and suspect-area reports.
A historical feature uses existing maps to define repeatable scouting points; older licensing statements require current verification.
Public onboarding and workflow documentation demonstrates the role of operational support beyond the aircraft.
An adviser describes repeat-point scouting and explicitly retains the need for boots-on-the-ground inspection.
An operator account links ground robots and aerial scouting in parsnips; spraying statements must be checked against HSE guidance.
An early 2020 launch announcement connects point selection, image analysis and year-to-year comparison on a farmer’s phone.
A developer interview identifies time pressure and incomplete scouting as adoption drivers.
A field-scale blackgrass study assesses correspondence with ground observations and robustness to observation conditions.
A research poster uses commercially available drones to build seasonal records of potato plots.
A 2023 funded-project report places sensing and selective intervention within food-production innovation.
Explains professional pesticide certification and aerial-spraying permits, distinct from piloting competence.
Connects use, storage, disposal, equipment tests and integrated control, informing the ground-handling workflow.
Uses a UK example to examine how autonomy regulation affects farm organisation and scale, distinguishing autosteer from autonomy.
No sources match these filters.