Sensors

On this page 10

The payload is what a flight is. This page covers the four sensor families the catalog uses, at three budgets each.

FamilyCapabilities that need it
RGBField mapping, weed control, yield, pest, compaction, bird deterrence
MultispectralDisease, fertilisation, pest, compaction, yield
ThermalIrrigation, wildlife, frost, livestock
LiDARField mapping under canopy, canopy height

RGB

The workhorse. Resolution and shutter type matter more than anything else.

BudgetChoiceEU sourceUS sourceIndicative
EntryRaspberry Pi Global Shutter Camera plus C-mount lensBerryBase, TinytronicsAdafruit, The Pi Hut€55 plus €40 lens
Entry+Arducam 64 MP or IMX477 modulesEcksteinArducam€40 to €120
MidUsed Sony a6000 or a6400, 24 MP APS-C, mechanical shutterKamera Express, MPBB&H used, KEH€300 to €700
ProSony ILX-LR1, 61 MP, built for aerialSony industrial dealersB&H€2,500 to €3,200

What actually matters

PropertyWhy
Global or mechanical shutterA rolling shutter skews every frame on a moving aircraft. Photogrammetry has to model the skew instead of measuring ground
Fixed focus, fixed focal lengthZoom and autofocus break the camera model the reconstruction depends on. Tape the focus ring
Fast shutterMotion blur under half a pixel. At 10 m/s and 1 cm/px that means 1/1000 s or faster
Hardware trigger with a log eventGeotagging from RTK needs the exposure timestamp, not the file timestamp
Lens qualityAn excellent sensor behind a poor lens is a poor camera. Vignetting and distortion are correctable, softness is not

Ground resolution

GSD (cm/px) = altitude (m) x sensor pixel pitch (µm) / focal length (mm) / 10
SensorLensAltitude for 1 cm/pxAltitude for 2.5 cm/px
24 MP APS-C (3.9 µm)24 mm62 m154 m
61 MP full frame (3.76 µm)35 mm93 m233 m
Pi GS (3.45 µm)8 mm23 m58 m
Pi GS16 mm46 m116 m

This table is why the cheap sensor is not free. Coverage is swath times speed, and swath is pixels across times ground resolution. At 1 cm/px the Pi camera's swath is 14.6 m against the 24 MP camera's 60 m, so it covers roughly a quarter of the ground per battery and flies a third of the altitude to do it.

Multispectral

Five bands, calibrated, with a downwelling light sensor. See disease detection for the band table and why calibration is not optional.

BudgetChoiceEU sourceUS sourceIndicative
DIYTwo or three MAPIR Survey3W bodies (OCN, NIR, RGB) plus an AS7265x light sensorMAPIR, Mouser EUMAPIR, SparkFun€1,000 to €2,000
Integrated aircraftDJI Mavic 3 MultispectralSolectric and DJI Enterprise dealersAdvexure€4,500 to €7,000 complete
Pro payloadMicaSense RedEdge-PAgEagle EU dealersAgEagle€9,000 to €18,000
Pro alternativeSentera 6XSenteraSentera€8,000 to €15,000
Thermal plus multispectralMicaSense Altum-PTAgEagle EU dealersAgEagle€15,000 to €25,000

The DIY route works and is genuinely used in research, but budget for the band registration work: separate bodies mean separate lenses, separate viewpoints and a per-frame alignment step that the integrated cameras do in hardware. It is a week of engineering plus permanent calibration discipline to save several thousand euro. Worth it once, as a way of understanding the pipeline. Rarely worth it as the production payload.

The calibration kit, which nobody budgets for

ItemPurposeSourceCost
Reflectance panelThe reference every frame is scaled againstMAPIR€150 to €400
Downwelling light sensorIllumination per band per frameBundled on pro cameras, AS7265x for DIY€0 to €70
Panel handlingKeep it clean, keep it flat, never touch the surface

An uncalibrated multispectral flight is a picture. A calibrated one is a measurement. The whole change detection argument depends on which one you have.

Thermal

Radiometric, always. A palette JPEG has thrown the measurement away.

BudgetChoiceEU sourceUS sourceIndicative
EntryFLIR Lepton 3.5, 160 x 120 radiometricMouser EUGroupGets, SparkFun€200 to €400
MidInfiRay / Xinfrared 256 or 384 modulesAntratek and module distributorsGroupGets€500 to €1,200
Mid+FLIR Boson+ 640 x 512Mouser EUFLIR, GroupGets€2,500 to €5,000
Pro dualFLIR Hadron 640R, thermal plus RGB in one moduleMouser EUFLIR€3,000 to €6,000
Turnkey payloadWorkswell WIRISWorkswellresellers€6,000 to €14,000
Integrated aircraftDJI Mavic 3 ThermalSolectricAdvexure€4,000 to €6,500

Resolution buys hectares

Thermal cores share a 12 µm pixel pitch, so with a lens matched to the array, doubling the pixels across doubles both the usable altitude and the swath. Area per battery is swath times speed, so it roughly doubles too.

SensorLensAltitude for 5 cm/pxSwath
160 x 1205.7 mm~24 m8 m
320 x 2569 mm~38 m16 m
640 x 51213 mm~55 m32 m

That table is the whole argument for the 640 sensor on a wildlife search, where the operating window is two hours long.

Export control

Thermal cores above certain resolution and frame rate thresholds are export controlled in both the US and the EU. Buying a 640 x 512 core is routine but involves paperwork and end-use statements. Buying from an EU distributor into the EU removes most of it.

LiDAR

Only two capabilities genuinely need it: canopy height for weed control discrimination, and field mapping where a canopy hides the ground. Photogrammetry cannot see under trees; LiDAR can.

BudgetChoiceEU sourceUS sourceIndicative
Height hold onlyBenewake TFmini-S or TF-LunaAntratek, EcksteinRobotShop€25 to €50
Precision AGLLightWare SF000/BAntratekRobotShop€200 to €300
MappingLivox Mid-360Drone Parts CenterRobotShop€700 to €900
Survey gradeLivox Avia with an IMU and post-processed trajectoryLivox distributorsLivox distributors€1,500 to €4,000

A cheap LiDAR gives you points. Survey-grade LiDAR is an IMU problem, not a laser problem: without a tightly coupled inertial and GNSS trajectory, the point cloud is precise and inaccurate. Budget for the IMU and the post-processing, or buy the height-hold sensor and use photogrammetry for the map.

Choosing for each capability

CapabilityMinimum usefulRecommended
Field mappingPi GS camera24 MP APS-C, mechanical shutter
Weed control24 MP APS-C at 15 m61 MP at 40 m, plus canopy LiDAR
DiseaseDIY three-bandCalibrated five band with DLS
FertilisationSame as diseaseSame as disease
Irrigation320 x 256 radiometric640 x 512 radiometric plus RGB for alignment
Wildlife320 x 256 radiometric640 x 512 radiometric
Frost320 x 256 plus an air probe640 x 512 plus a logger network
Yield24 MP APS-C61 MP, global shutter
PestShares the disease and weed payload
CompactionNo sensor of its own
Livestock320 thermal plus any RGB640 thermal plus a zoom RGB block
Bird deterrenceFixed block camerasFixed cameras plus a small fast aircraft