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Deep Learning Emulation of Subgrid-Scale Processes in Turbulent Shear Flows 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (12)
作者:  Pal, Anikesh
收藏  |  浏览/下载:6/0  |  提交时间:2020/05/13
deep learning  turbulence  shear layers  
Probabilistic Forecasting of El Nino Using Neural Network Models 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (6)
作者:  Petersik, Paul Johannes;  Dijkstra, Henk A.
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
El Nino  prediction  machine learning  neural networks  probabilistic forecasting  
Ground-Based Cloud Classification Using Task-Based Graph Convolutional Network 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (5)
作者:  Liu, Shuang;  Li, Mei;  Zhang, Zhong;  Cao, Xiaozhong;  Durrani, Tariq S.
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
Rapid Characterization of the July 2019 Ridgecrest, California, Earthquake Sequence From Raw Seismic Data Using Machine-Learning Phase Picker 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (4)
作者:  Liu, Min;  Zhang, Miao;  Zhu, Weiqiang;  Ellsworth, William L.;  Li, Hongyi
收藏  |  浏览/下载:9/0  |  提交时间:2020/07/02
Probing Slow Earthquakes With Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (4)
作者:  Rouet-Leduc, Bertrand;  Hulbert, Claudia;  McBrearty, Ian M.;  Johnson, Paul A.
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
A Machine-Learning Approach for Earthquake Magnitude Estimation 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (1)
作者:  Mousavi, S. Mostafa;  Beroza, Gregory C.
收藏  |  浏览/下载:6/0  |  提交时间:2020/07/02
Rainfall Estimation From Ground Radar and TRMM Precipitation Radar Using Hybrid Deep Neural Networks 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Chen, Haonan;  Chandrasekar, V;  Tan, Haiming;  Cifelli, Robert
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
rain gauge  ground radar  TRMM PR  neural network  hybrid system  rainfall estimation  
Improving Atmospheric River Forecasts With Machine Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Chapman, W. E.;  Subramanian, A. C.;  Delle Monache, L.;  Xie, S. P.;  Ralph, F. M.
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/27
atmospheric river  machine learning  convolutional neural network  postprocess  forecasting  
Reconstruction of Cloud Vertical Structure With a Generative Adversarial Network 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (12) : 7035-7044
作者:  Leinonen, Jussi;  Guillaume, Alexandre;  Yuan, Tianle
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/26
clouds  radar  generative adversarial network  GAN  CloudSat  MODIS  
Using Deep Neural Networks as Cost-Effective Surrogate Models for Super-Parameterized E3SM Radiative Transfer 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (11) : 6069-6079
作者:  Pal, Anikesh;  Mahajan, Salil;  Norman, Matthew R.
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/26
deep neural networks  radiation models  general circulation models