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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
Improving Hydrological Models With the Assimilation of Crowdsourced Data 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Avellaneda, P. M.;  Ficklin, D. L.;  Lowry, C. S.;  Knouft, J. H.;  Hall, D. M.
收藏  |  浏览/下载:13/0  |  提交时间:2020/05/13
citizen science  data assimilation  streamflow  stream temperature  
Improving SWE Estimation With Data Assimilation: The Influence of Snow Depth Observation Timing and Uncertainty 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Smyth, Eric J.;  Raleigh, Mark S.;  Small, Eric E.
收藏  |  浏览/下载:9/0  |  提交时间:2020/05/13
SWE  Assimilation  Particle Filter  Snow Depth  Observation Timing  Snow Density  
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  
An Example of Augmenting Regional Sensitivity Analysis Using Machine Learning Software 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Spear, Robert C.;  Cheng, Qu;  Wu, Sean L.
收藏  |  浏览/下载:5/0  |  提交时间:2020/07/02
Comment on Two Papers About the Generalized Complementary Evaporation Relationships by Crago et al. 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Liu, Wenzhao;  Zhou, Haixiang;  Han, Xiaoyang;  Li, Zhi
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
A Novel Modeling Framework for Computationally Efficient and Accurate Real-Time Ensemble Flood Forecasting With Uncertainty Quantification 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Vinh Ngoc Tran;  Dwelle, M. Chase;  Sargsyan, Khachik;  Ivanov, Valeriy Y.;  Kim, Jongho
收藏  |  浏览/下载:10/0  |  提交时间:2020/07/02
Correlation Effects? A Major but Often Neglected Component in Sensitivity and Uncertainty Analysis 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Do, Nhu Cuong;  Razavi, Saman
收藏  |  浏览/下载:4/0  |  提交时间:2020/07/02
Reply to Comment by J. Qin and T. Wu on "Analysis of Flow Resistance Equations in Gravel Bed Rivers With Intermittent Regimes: Calabrian fiumare Data Set" 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Mendicino, G.;  Colosimo, F.
收藏  |  浏览/下载:5/0  |  提交时间:2020/07/02