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Physics-Informed Deep Neural Networks for Learning Parameters and Constitutive Relationships in Subsurface Flow Problems 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Tartakovsky, A. M.;  Marrero, C. Ortiz;  Perdikaris, Paris;  Tartakovsky, G. D.;  Barajas-Solano, D.
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
deep neural networks  physics-informed machine learning  parameter estimation  learning constitutive relationships  unsaturated flow  MAP  
Constraining the Assimilation of SWOT Observations With Hydraulic Geometry Relations 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Andreadis, K. M.;  Brinkerhoff, C. B.;  Gleason, C. J.
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
Hydraulic Potential Energy Model for Hydropower Operation in Mixed Reservoir Systems 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Wan, Wenhua;  Wang, Hao;  Zhao, Jianshi
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
Hydraulic potential energy  forecast-informed operation  energy transformation formula  relative marginal energy principle  two-stage hydraulic potential energy model  
Physical Constraints for Improved Soil Hydraulic Parameter Estimation by Pedotransfer Functions 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Lehmann, Peter;  Bickel, Samuel;  Wei, Zhongwang;  Or, Dani
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
pedotransfer function  characteristic length  soil hydraulic properties  soil water characteristics  
A New Derivative-Free Linear Approximation for Solving the Network Water Flow Problem With Convergence Guarantees 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Wang, Shen;  Taha, Ahmad F.;  Sela, Lina;  Giacomoni, Marcio H.;  Gatsis, Nikolaos
收藏  |  浏览/下载：0/0  |  提交时间：2020/07/02
Reduced-Dimensional Gaussian Process Machine Learning for Groundwater Allocation Planning Using Swarm Theory 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Siade, Adam J.;  Cui, Tao;  Karelse, Robert N.;  Hampton, Clive
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02
Stable and Radioisotope Systematics Reveal Fossil Water as Fundamental Characteristic of Arid Orogenic-Scale Groundwater Systems 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11295-11315
作者:  Moran, Brendan J.;  Boutt, David F.;  Munk, Lee Ann
收藏  |  浏览/下载：8/0  |  提交时间：2020/02/16
Salar de Atacama  Chile  paleorecharge  tritium  Altiplano-Puna plateau  regional groundwater flow  
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  
Advances in Quantifying Streamflow Variability Across Continental Scales: 2. Improved Model Regionalization and Prediction Uncertainties Using Hierarchical Bayesian Methods 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11061-11087
作者:  Alexander, Richard B.;  Schwarz, Gregory E.;  Boyer, Elizabeth W.
收藏  |  浏览/下载：8/0  |  提交时间：2020/02/16
hierarchical Bayesian  hydrological modeling  SPARROW  regionalization methods  
Advances in Quantifying Streamflow Variability Across Continental Scales: 1. Identifying Natural and Anthropogenic Controlling Factors in the USA Using a Spatially Explicit Modeling Method 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 10893-10917
作者:  Alexander, Richard B.;  Schwarz, Gregory E.;  Boyer, Elizabeth W.
收藏  |  浏览/下载：5/0  |  提交时间：2020/02/16