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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  
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  
A Bayesian hierarchical model for climate change detection and attribution 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2017, 44 (11)
作者:  Katzfuss, Matthias;  Hammerling, Dorit;  Smith, Richard L.
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
optimal fingerprinting  Bayesian model averaging  regression  empirical orthogonal functions  global circulation models  uncertainty