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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  
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
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
Measuring River Wetted Width From Remotely Sensed Imagery at the Subpixel Scale With a Deep Convolutional Neural Network 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (7) : 5631-5649
作者:  Ling, Feng;  Boyd, Doreen;  Ge, Yong;  Foody, Giles M.;  Li, Xiaodong;  Wang, Lihui;  Zhang, Yihang;  Shi, Lingfei;  Shang, Cheng;  Li, Xinyan;  Du, Yun
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/27
Deep Autoregressive Neural Networks for High-Dimensional Inverse Problems in Groundwater Contaminant Source Identification 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 3856-3881
作者:  Mo, Shaoxing;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/26
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  
Combining Physically Based Modeling and Deep Learning for Fusing GRACE Satellite Data: Can We Learn From Mismatch? 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1179-1195
作者:  Sun, Alexander Y.;  Scanlon, Bridget R.;  Zhang, Zizhan;  Walling, David;  Bhanja, Soumendra N.;  Mukherjee, Abhijit;  Zhong, Zhi
收藏  |  浏览/下载：16/0  |  提交时间：2019/11/26
deep learning  GRACE  GLDAS  Unet  transfer learning  CNN  
Deep Convolutional Encoder-Decoder Networks for Uncertainty Quantification of Dynamic Multiphase Flow in Heterogeneous Media 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (1) : 703-728
作者:  Mo, Shaoxing;  Zhu, Yinhao;  Zabaras, Nicholas;  Shi, Xiaoqing;  Wu, Jichun
收藏  |  浏览/下载：10/0  |  提交时间：2019/04/09
multiphase flow  geological carbon storage  uncertainty quantification  deep neural networks  high dimensionality  response discontinuity  
A Transdisciplinary Review of Deep Learning Research and Its Relevance for Water Resources Scientists 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 8558-8593
作者:  Shen, Chaopeng
收藏  |  浏览/下载：6/0  |  提交时间：2019/04/09
deep learning  artificial intelligence  AI neuroscience  data mining  transformative