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Improving AI System Awareness of Geoscience Knowledge: Symbiotic Integration of Physical Approaches and Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (13)
作者:  Jiang, Shijie;  Zheng, Yi;  Solomatine, Dimitri
收藏  |  浏览/下载：14/0  |  提交时间：2020/06/16
artificial intelligence  deep learning  Earth science  geosystem dynamics  hydrology  predictions in ungauged basins  
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载：8/0  |  提交时间：2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
A Regularization Approach to Improve the Sequential Calibration of a Semidistributed Hydrological Model 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  de Lavenne, A.;  Andreassian, V.;  Thirel, G.;  Ramos, M. -H.;  Perrin, C.
收藏  |  浏览/下载：9/0  |  提交时间：2020/02/16
semidistributed model  stepwise calibration  regularization  ungauged basins  
The Role of Floodplain Topography in Deriving Basin Discharge Using Passive Microwave Remote Sensing 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1707-1716
作者:  Kim, Seokhyeon;  Sharma, Ashish
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/26
MC ratio  Topographic Wetness Index  ungauged basins  microwave remote sensing