Gaussian Process Regression Model for Crop Biophysical Parameter Retrieval from Multi-Polarized C-Band SAR Data - Ghosh, Swarnendu Sekhar; Dey, Subhadip; Bhogapurapu, Narayanarao; Homayouni, Saeid; Bhattacharya, Avik; McNairn, Heather (Remote sensing (Basel, Switzerland), 2022)
Keywords: Agricultural production; Algorithms; Bayesian analysis; Bayesian theory; Biomass; C band; canola; Crop growth; Crop yield; Crops; Datasets; Dielectric properties; Economic forecasting; Gaussian process; Gaussian Process (GP); In situ measurement; Learning algorithms; Loam soils; Machine learning; Manitoba; markets; Mathematical models; Moisture content; Normal distribution; Plant Area Index (PAI); Process parameters; Radarsat; RADARSAT-2; Random variables; regression; Regression analysis; Regression models; Remote sensing; Retrieval; Soybeans; Statistical analysis; Support vector machines; Vegetation; Vegetation Water Content (VWC); Water content; Wet-Biomass (WB); wheat; Canada; Manitoba Canada; Manitoba