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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  
Synchronization and Delay Between Circulation Patterns and High Streamflow Events in Germany 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Conticello, Federico Rosario;  Cioffi, Francesco;  Lall, Upmanu;  Merz, Bruno
收藏  |  浏览/下载：6/0  |  提交时间：2020/07/02
streamflow  Germany  event synchronization  circulation pattern  
Reconstruction of GRACE Data on Changes in Total Water Storage Over the Global Land Surface and 60 Basins 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Sun, Zhangli;  Long, Di;  Yang, Wenting;  Li, Xueying;  Pan, Yun
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
GRACE  spherical harmonics  mascons  machine learning  data gaps  reconstruction  
Comparison of Data-Driven Techniques to Reconstruct (1992-2002) and Predict (2017-2018) GRACE-Like Gridded Total Water Storage Changes Using Climate Inputs 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Li, Fupeng;  Kusche, Juergen;  Rietbroek, Roelof;  Wang, Zhengtao;  Forootan, Ehsan;  Schulze, Kerstin;  Lueck, Christina
收藏  |  浏览/下载：4/0  |  提交时间：2020/05/13
Information-Based Machine Learning for Tracer Signature Prediction in Karstic Environments 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Mewes, B.;  Oppel, H.;  Marx, V.;  Hartmann, A.
收藏  |  浏览/下载：8/0  |  提交时间：2020/07/02
Machine learning  entropy  information content  karst  hydrograph separation  
Digital Rock Segmentation for Petrophysical Analysis With Reduced User Bias Using Convolutional Neural Networks 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Niu, Yufu;  Mostaghimi, Peyman;  Shabaninejad, Mehdi;  Swietojanski, Pawel;  Armstrong, Ryan T.
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
convolutional neural network  digital rock  image segmentation  X-ray microcomputed tomography  
A Rainfall-Runoff Model With LSTM-Based Sequence-to-Sequence Learning 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Xiang, Zhongrun;  Yan, Jun;  Demir, Ibrahim
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
Boosting Resolution and Recovering Texture of 2D and 3D Micro-CT Images with Deep Learning 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Da Wang, Ying;  Armstrong, Ryan T.;  Mostaghimi, Peyman
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02