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Physics-Constrained Machine Learning of Evapotranspiration 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  Zhao, Wen Li;  Gentine, Pierre;  Reichstein, Markus;  Zhang, Yao;  Zhou, Sha;  Wen, Yeqiang;  Lin, Changjie;  Li, Xi;  Qiu, Guo Yu
收藏  |  浏览/下载：16/0  |  提交时间：2020/02/17
machine learning  physics constrained  evapotranspiration  FLUXNET  energy conservation  generalizations  
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  
Data-Driven Modeling of the Distribution of Diazotrophs in the Global Ocean 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (21) : 12258-12269
作者:  Tang, Weiyi;  Cassar, Nicolas
收藏  |  浏览/下载：7/0  |  提交时间：2020/02/17
diazotrophs  marine nitrogen fixation  meta-analysis  machine learning  
Machine Learning Reveals the State of Intermittent Frictional Dynamics in a Sheared Granular Fault 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (13) : 7395-7403
作者:  Ren, C. X.;  Dorostkar, O.;  Rouet-Leduc, B.;  Hulbert, C.;  Strebel, D.;  Guyer, R. A.;  Johnson, P. A.;  Carmeliet, J.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/27
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  
Cluster-Based Evaluation of Model Compensating Errors: A Case Study of Cloud Radiative Effect in the Southern Ocean 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (6) : 3446-3453
作者:  Schuddeboom, Alex;  Varma, Vidya;  McDonald, Adrian J.;  Morgenstern, Olaf;  Harvey, Mike;  Parsons, Simon;  Field, Paul;  Furtado, Kalli
收藏  |  浏览/下载：11/0  |  提交时间：2019/11/26
model evaluation  cloud simulation  Southern Ocean  compensating errors  
Machine Learning Can Predict the Timing and Size of Analog Earthquakes 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (3) : 1303-1311
作者:  Corbi, F.;  Sandri, L.;  Bedford, J.;  Funiciello, F.;  Brizzi, S.;  Rosenau, M.;  Lallemand, S.
收藏  |  浏览/下载：1/0  |  提交时间：2019/11/26
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