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Multi-layer grid-scale soil moisture estimation using spatiotemporal deep learning methods with physical constraints

Tuantuan Zhang, Zhongmin Liang, Jianhong Zhou, Quanxi Shao, Ranjan Sarukkalige, Haishen Lü, Jiangjiang Zhang, Chenglin Bi, Jun Wang, Yiming Hu, Binquan Li

2025Journal of Hydrology17 citationsDOI

Topics & Concepts

Scale (ratio)GridEstimationMoistureEnvironmental scienceLayer (electronics)Water contentSoil scienceComputer scienceRemote sensingGeologyMeteorologyGeotechnical engineeringCartographyGeodesyGeographyChemistryManagementEconomicsOrganic chemistrySoil Moisture and Remote SensingLandslides and related hazardsSoil and Unsaturated Flow
Multi-layer grid-scale soil moisture estimation using spatiotemporal deep learning methods with physical constraints | Litcius