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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:13/0  |  提交时间:2020/06/16
artificial intelligence  deep learning  Earth science  geosystem dynamics  hydrology  predictions in ungauged basins  
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  
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:7/0  |  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:5/0  |  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  
Deep Learning Models Augment Analyst Decisions for Event Discrimination 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (7) : 3643-3651
作者:  Linville, Lisa;  Pankow, Kristine;  Draelos, Timothy
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/26
Utah  event classification  event discrimination  deep learning  convolutional neural network  recurrent neural network  
A Deep Learning Parameterization for Ozone Dry Deposition Velocities 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (2) : 983-989
作者:  Silva, S. J.;  Heald, C. L.;  Ravela, S.;  Mammarella, I.;  Munger, J. W.
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/09
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  
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