研究目的
To develop a UAV-borne instrument (FGI AIRS) that provides accurate irradiance spectrum, image position, and orientation in real time, and to introduce a novel tilt correction method for irradiance sensors without using a stabilizing gimbal.
研究成果
The FGI AIRS and its novel tilt correction method effectively provide accurate irradiance measurements, position, and orientation for UAV-based remote sensing. The tilt correction achieves accuracies better than ±0.8% at tilts up to 10° and ±1.2% at 15°, outperforming unstabilized sensors. In unstable weather, AIRS and on-ground spectrometers produced reliable orthomosaics, while other methods failed. The system is recommended for future UAV irradiance sensors without gimbals, with improvements suggested for higher accuracy in positioning and calibration.
研究不足
The absolute accuracy of irradiance readings is estimated to be around ±5% due to factors like dust on optics, non-Lambertian field of view, calibration transfer errors, and tilt correction inaccuracies at higher angles. The IMU heading accuracy was poor (±7.5°) due to magnetic interference from the UAV. The method assumes linear irradiance changes with tilt, which may not hold for all conditions. Real-time positioning accuracy (26 cm for RTK) is insufficient for high-resolution applications without photogrammetry.
1:Experimental Design and Method Selection:
The study involved designing the FGI AIRS hardware with specific components to meet design goals, including a spectrometer, photodiodes, GNSS/INS, and a control computer. A novel tilt correction method using three tilted photodiodes and bilinear interpolation was developed and tested.
2:Sample Selection and Data Sources:
Ground experiments were conducted outdoors in stable illumination conditions (blue-sky and overcast) to evaluate tilt response. A UAV mapping experiment was performed at a grass site in Jokioinen, Finland, using the FGI AIRS integrated with a UAV carrying hyperspectral and RGB cameras. On-ground measurements included an ASD FieldSpec Pro spectrometer and ground control points.
3:List of Experimental Equipment and Materials:
Components include Ocean Optics USB2000+ spectrometer, Grove I2C Color Sensor (TCS3414CS) photodiodes, Edmund Optics diffusers, VectorNav VN-200 INS, uBlox NEO-M8T GNSS receiver, Raspberry Pi 3 Model B computer, Gryphon Dynamics QX1400V UAV, FPI2012b hyperspectral camera, Sony A7R RGB camera, ASD FieldSpec Pro spectrometer, and Trimble R10 RTK DGNSS.
4:Experimental Procedures and Operational Workflow:
For ground experiments, the AIRS was tilted in various directions to measure irradiance changes. For UAV mapping, the system was flown over a predefined area, capturing images synchronized with AIRS data. Data processing involved real-time and post-processing algorithms for tilt correction, position, and orientation calculation.
5:Data Analysis Methods:
Data analysis included calculating relative root mean square error (RRMSE) for tilt correction accuracy, comparing irradiance measurements with on-ground references, and evaluating georeferencing accuracy using photogrammetric software (PhotoScan Pro). Orthomosaics were generated to assess reflectance factor conversion methods.
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USB2000+
USB2000+
Ocean Optics
Measuring irradiance spectrum in 350–1000 nm range with 1nm spectral resolution
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NEO-M8T
NEO-M8T
uBlox
Providing accurate single-band kinematic GNSS positioning
暂无现货
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FieldSpec Pro
FieldSpec Pro
ASD
Spectrometer for measuring irradiance on the ground
暂无现货
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NEO-M8P
NEO-M8P
uBlox
GNSS ground station for PPK processing
暂无现货
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I2C Color Sensor
TCS3414CS
Grove
Measuring irradiance on RGB+Pan bands at three different tilt angles
暂无现货
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Ground glass diffuser
47717
Edmund Optics
Foreoptics with near-Lambertian field-of-view for the spectrometer and photodiodes
暂无现货
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Ground glass diffuser
46105
Edmund Optics
Foreoptics with near-Lambertian field-of-view for the spectrometer and photodiodes
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VN-200
VN-200
VectorNav
Providing orientation and GPS timing for the system
暂无现货
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TW4421
TW4421
Tallysman
Antenna for GNSS/INS
暂无现货
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Raspberry Pi 3 Model B
3 Model B
Raspberry Pi
Data acquisition, GPIO interactions, data processing, and real-time outputs
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QX1400V
QX1400V
Gryphon Dynamics
UAV platform for carrying payload
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FPI2012b
FPI2012b
VTT Technical Research Centre of Finland
Hyperspectral frame camera for acquiring images on selected spectral bands
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A7R
A7R
Sony
RGB consumer camera for aerial imaging
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R10
R10
Trimble
RTK DGNSS for measuring ground control point positions
暂无现货
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PhotoScan Pro
v1.2.5
AgiSoft
Photogrammetric software for image orientation and processing
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