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Multiscale Data Fusion for Surface Soil Moisture Estimation: A Spatial Hierarchical Approach 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 10443-10465
作者:  Kathuria, Dhruva;  Mohanty, Binayak P.;  Katzfuss, Matthias
收藏  |  浏览/下载:9/0  |  提交时间:2020/02/16
soil moisture remote sensing  scaling  multi-instrument data fusion  spatial hierarchical model  uncertainty  physical controls  
Gap Filling of High-Resolution Soil Moisture for SMAP/Sentinel-1: A Two-Layer Machine Learning-Based Framework 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6986-7009
作者:  Mao, Hanzi;  Kathuria, Dhruva;  Duffield, Nick;  Mohanty, Binayak P.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/27
A Nonstationary Geostatistical Framework for Soil Moisture Prediction in the Presence of Surface Heterogeneity 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (1) : 729-753
作者:  Kathuria, Dhruva;  Mohanty, Binayak P.;  Katzfuss, Matthias
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
soil moisture  nonstationarity  geostatistics  heterogeneity  remote sensing  physical controls