Presentation
13 June 2023 Monitoring evapotranspiration dynamics through snapshot hyperspectral imager at near-shortwave Infrared (Conference Presentation)
Desheng Zheng, Tomasz S. Tkaczyk
Author Affiliations +
Abstract
The monitoring evapotranspiration over crops field can provide the information of crop water requirement for Agricultural Optimization, since soil water evaporation reflects the water content in the soils, which determined the water available to crops through crops root systems; meanwhile the transpiration reflects the water conditions in plants. Our recent developed hyperspectral imaging technique at near short wave infrared had demonstrated the ability to monitoring the vapor fluctuations with sensitivity at under 70-micrometer perceptible atmospheric water. This makes the hyperspectral imaging technique is suitable for monitoring the evapotranspiration over vegetation fields. With optimal optical-mechanics design, the current ruggedized setup is portable with the total mass under 20 kg, while keeping the adaptive spatial sampling rate around 8000~ 35,000, and adaptive spectral sampling rate over 20~40 in the wavelength range of 1100nm to 1300nm. A series of observations from different vegetation fields were carried out under different weather conditions. Beside the Evapotranspiration information, the classification of the fields through machine learning based on 3d convolutional neural networks are achieved. The evapotranspiration information from the snap shot imaging spectrometer are consistent with the theoretical modelling results based on MODTRAN.
Conference Presentation
© (2023) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Desheng Zheng and Tomasz S. Tkaczyk "Monitoring evapotranspiration dynamics through snapshot hyperspectral imager at near-shortwave Infrared (Conference Presentation)", Proc. SPIE PC12539, Autonomous Air and Ground Sensing Systems for Agricultural Optimization and Phenotyping VIII, PC1253902 (13 June 2023); https://doi.org/10.1117/12.2672247
Advertisement
Advertisement
KEYWORDS
Crop monitoring

Hyperspectral imaging

Infrared imaging

Infrared radiation

Short wave infrared radiation

Imaging systems

Environmental monitoring

Back to Top