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Toward Data-Driven Weather and Climate Forecasting: Approximating a Simple General Circulation Model With Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (22) : 12616-12622
作者:  Scher, S.
收藏  |  浏览/下载:1/0  |  提交时间:2019/04/09
machine learning  weather prediction  neural networks  deep learning  climate models  
An Artificial Neural Network for Inferring Solar Wind Proxies at Mars 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (20) : 10855-10865
作者:  Ruhunusiri, Suranga;  Halekas, J. S.;  Espley, J. R.;  Eparvier, F.;  Brain, D.;  Mazelle, C.;  Harada, Y.;  DiBraccio, G. A.;  Dong, Y.;  Ma, Y.;  Thiemann, E. M. B.;  Mitchell, D. L.;  Jakosky, B. M.
收藏  |  浏览/下载:10/0  |  提交时间:2019/04/09
CloudNet: Ground-Based Cloud Classification With Deep Convolutional Neural Network 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (16) : 8665-8672
作者:  Zhang, Jinglin;  Liu, Pu;  Zhang, Feng;  Song, Qianqian
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
convolutional neural networks  CCSN database  ground-based cloud classification  CloudNet  
Prognostic Validation of a Neural Network Unified Physics Parameterization 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (12) : 6289-6298
作者:  Brenowitz, N. D.;  Bretherton, C. S.
收藏  |  浏览/下载:0/0  |  提交时间:2019/04/09
Could Machine Learning Break the Convection Parameterization Deadlock? 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (11) : 5742-5751
作者:  Gentine, P.;  Pritchard, M.;  Rasp, S.;  Reinaudi, G.;  Yacalis, G.
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/09
convection  machine learning  clouds  
A Deep Learning Algorithm of Neural Network for the Parameterization of Typhoon-Ocean Feedback in Typhoon Forecast Models 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2018, 45 (8) : 3706-3716
作者:  Jiang, Guo-Qing;  Xu, Jing;  Wei, Jun
收藏  |  浏览/下载:0/0  |  提交时间:2019/04/09