Improving surface soil moisture retrievals through a novel assimilation algorithm to estimate both model and observation errors
Jiaxin Tian, Jun Qin, Kun Yang, Long Zhao, Yingying Chen, Hui Lü, Xin Li, Jiancheng Shi
Topics & Concepts
Data assimilationAlgorithmRemote sensingRadiometerEnvironmental scienceBiosphere modelWater cycleComputer scienceEnsemble Kalman filterErrors-in-variables modelsBiosphereMeteorologyKalman filterExtended Kalman filterMachine learningEcologyArtificial intelligenceGeologyBiologyPhysicsSoil Moisture and Remote SensingPrecipitation Measurement and AnalysisSoil and Unsaturated Flow