Prediction of soil organic carbon and the C:N ratio on a national scale using machine learning and satellite data: A comparison between Sentinel-2, Sentinel-3 and Landsat-8 images
Tao Zhou, Yajun Geng, Cheng Ji, Xiangrui Xu, Hong Wang, Jianjun Pan, Jan Bumberger, Dagmar Haase, Angela Lausch
Topics & Concepts
Random forestEnvironmental scienceSatelliteRemote sensingSupport vector machineSoil carbonImage resolutionPredictive modellingSatellite imagerySoil scienceComputer scienceMachine learningArtificial intelligenceSoil waterGeologyEngineeringAerospace engineeringSoil Geostatistics and MappingSoil Carbon and Nitrogen DynamicsGeochemistry and Geologic Mapping