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Explore Spatio-Temporal Learning of Large Sample Hydrology Using Graph Neural Networks 期刊论文
Water Resources Research, 2021
作者:  Alexander Y. Sun;  Peishi Jiang;  Maruti K. Mudunuru;  Xingyuan Chen
收藏  |  浏览/下载：18/0  |  提交时间：2021/11/15
Reconstruction of GRACE Total Water Storage Through Automated Machine Learning 期刊论文
Water Resources Research, 2020
作者:  Alexander Y. Sun;  Bridget R. Scanlon;  Himanshu Save;  Ashraf Rateb
收藏  |  浏览/下载：8/0  |  提交时间：2020/12/22
A physical agricultural drought index based on root zone water availability: Model development and application 期刊论文
Geophysical Research Letters, 2020
作者:  Meixian Liu;  Alexander Y. Sun
收藏  |  浏览/下载：7/0  |  提交时间：2020/11/09
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：17/0  |  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
Decreasing spatial variability of drought in southwest China during 1959-2013 期刊论文
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2017, 37 (13)
作者:  Liu, Meixian;  Xu, Xianli;  Sun, Alexander Y.;  Wang, Kelin
收藏  |  浏览/下载：7/0  |  提交时间：2019/04/09
drought  spatial variability  copula  PDSI  southwest China  
A new drought index that considers the joint effects of climate and land surface change 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (4)
作者:  Liu, Meixian;  Xu, Xianli;  Xu, Chaohao;  Sun, Alexander Y.;  Wang, Kelin;  Scanlon, Bridget R.;  Zhang, Lu
收藏  |  浏览/下载：8/0  |  提交时间：2019/04/09