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Debates-Does Information Theory Provide a New Paradigm for Earth Science? 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Kumar, Praveen;  Gupta, Hoshin V.
收藏  |  浏览/下载:24/0  |  提交时间:2020/07/02
Complex Systems  Hypothesis Testing  Information Physics  Algorithmic Information  Causality  
Debates: Does Information Theory Provide a New Paradigm for Earth Science? Sharper Predictions Using Occam's Digital Razor 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Weijs, Steven. V.;  Ruddell, Benjamin. L.
收藏  |  浏览/下载:12/0  |  提交时间:2020/07/02
algorithmic information theory  Occam'  s razor  physically based modeling  model complexity  data compression  data-driven modeling  
Debates: Does Information Theory Provide a New Paradigm for Earth Science? Emerging Concepts and Pathways of Information Physics 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Perdigao, Rui A. P.;  Ehret, Uwe;  Knuth, Kevin H.;  Wang, Jingfeng
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
information physics  information theory  thermodynamics  kinematic geometry  entropy  complex systems  
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
Diagnosing Bias in Modeled Soil Moisture/Runoff Coefficient Correlation Using the SMAP Level 4 Soil Moisture Product 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7010-7026
作者:  Crow, W. T.;  Chen, F.;  Reichle, R. H.;  Xia, Y.
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/27
Strategies to Improve and Evaluate Physics-Based Hyperresolution Hydrologic Simulations at Regional Basin Scales 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1129-1152
作者:  Ko, Ara;  Mascaro, Giuseppe;  Vivoni, Enrique R.
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/26
Hyperresolution hydrologic modeling  Land surface temperature  Analysis of spatial patterns  
Estimation of three-phase relative permeability by simulating fluid dynamics directly on rock-microstructure images 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (1)
作者:  Jiang, F.;  Tsuji, T.
收藏  |  浏览/下载:0/0  |  提交时间:2019/04/09