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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 Approach to Characterize the Postseismic Deformation of the 2011 Tohoku-Oki Earthquake Based on Recurrent Neural Network 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019, 46 (21) : 11886-11892
作者:  Yamaga, Norifumi;  Mitsui, Yuta
收藏  |  浏览/下载：6/0  |  提交时间：2020/02/17
Machine learning  Recurrent neural network  GNSS  2011 Tohoku-oki earthquake  Postseismic deformation  Regression analysis  
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  
Isolating the Factors That Govern Fracture Development in Rocks Throughout Dynamic In Situ X-Ray Tomography Experiments 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2019
作者:  McBeck, Jessica;  Kandula, Neelima;  Aiken, John M.;  Cordonnier, Benoit;  Renard, Francois
收藏  |  浏览/下载：16/0  |  提交时间：2019/11/27
fracture growth  machine learning  X-ray tomography  logistic regression  triaxial compression  rock  
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  
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
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