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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  
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  
Machine Learning Predicts Reach-Scale Channel Types From Coarse-Scale Geospatial Data in a Large River Basin 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Guillon, Herve;  Byrne, Colin F.;  Lane, Belize A.;  Solis, Samuel Sandoval;  Pasternack, Gregory B.
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
Integration of Adversarial Autoencoders With Residual Dense Convolutional Networks for Estimation of Non-Gaussian Hydraulic Conductivities 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Mo, Shaoxing;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：11/0  |  提交时间：2020/07/02
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
Process-Guided Deep Learning Predictions of Lake Water Temperature 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Read, Jordan S.;  Jia, Xiaowei;  Willard, Jared;  Appling, Alison P.;  Zwart, Jacob A.;  Oliver, Samantha K.;  Karpatne, Anuj;  Hansen, Gretchen J. A.;  Hanson, Paul C.;  Watkins, William;  Steinbach, Michael;  Kumar, Vipin
收藏  |  浏览/下载：19/0  |  提交时间：2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Velocity Field Estimation on Density-Driven Solute Transport With a Convolutional Neural Network 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7275-7293
作者:  Kreyenberg, Philipp J.;  Bauser, Hannes H.;  Roth, Kurt
收藏  |  浏览/下载：3/0  |  提交时间：2019/11/27
Gradient-Based Inverse Estimation for a Rainfall-Runoff Model 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6625-6639
作者:  Krapu, Christopher;  Borsuk, Mark;  Kumar, Mukesh
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/27
Improving Precipitation Estimation Using Convolutional Neural Network 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (3) : 2301-2321
作者:  Pan, Baoxiang;  Hsu, Kuolin;  AghaKouchak, Amir;  Sorooshian, Soroosh
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/26
deep learning  precipitation  downscaling