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Detecting Climate Change Effects on Vb Cyclones in a 50-Member Single-Model Ensemble Using Machine Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Mittermeier, M.;  Braun, M.;  Hofstaetter, M.;  Wang, Y.;  Ludwig, R.
收藏  |  浏览/下载:13/0  |  提交时间:2020/02/17
Vb-cyclones  Machine Learning  Artificial Neural Networks (ANN)  Single-Model Large Ensembles  Internal Variability  Floods  
Viewing Forced Climate Patterns Through an AI Lens 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (22) : 13389-13398
作者:  Barnes, Elizabeth A.;  Hurrell, James W.;  Ebert-Uphoff, Imme;  Anderson, Chuck;  Anderson, David
收藏  |  浏览/下载:10/0  |  提交时间:2020/02/17
climate change  neural network  machine learning  climate patterns  
The Application of Convolutional Neural Networks to Detect Slow, Sustained Deformation in InSAR Time Series 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (21) : 11850-11858
作者:  Anantrasirichai, N.;  Biggs, J.;  Albino, F.;  Bull, D.
收藏  |  浏览/下载:6/0  |  提交时间:2020/02/17
Interferometric Synthetic Aperture Radar  machine learning  detection  deformation  
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  
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