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How can Big Data and machine learning benefit environment and water management: a survey of methods, applications, and future directions 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (7)
作者:  Sun, Alexander Y.;  Scanlon, Bridget R.
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
machine learning  deep learning  predictive analytics  artificial intelligence  environmental management  big Data  remote sensing  
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  
Discovering State-Parameter Mappings in Subsurface Models Using Generative Adversarial Networks 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (20) : 11137-11146
作者:  Sun, Alexander Y.
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09