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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  
Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11344-11354
作者:  Kratzert, Frederik;  Klotz, Daniel;  Herrnegger, Mathew;  Sampson, Alden K.;  Hochreiter, Sepp;  Nearing, Grey S.
收藏  |  浏览/下载：7/0  |  提交时间：2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
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  
Machine learning and artificial intelligence to aid climate change research and preparedness 期刊论文
ENVIRONMENTAL RESEARCH LETTERS, 2019, 14 (12)
作者:  Huntingford, Chris;  Jeffers, Elizabeth S.;  Bonsall, Michael B.;  Christensen, Hannah M.;  Lees, Thomas;  Yang, Hui
收藏  |  浏览/下载：15/0  |  提交时间：2020/02/17
climate change  global warming  extreme weather  drought  artificial intelligence  machine learning  climate simulations  
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 Assimilation and Online Parameter Optimization in Groundwater Modeling Using Nested Particle Filters 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Ramgraber, M.;  Albert, C.;  Schirmer, M.
收藏  |  浏览/下载：4/0  |  提交时间：2020/02/16
particle filter  data assimilation  parameter optimization  hyperparameters  Bayesian  groundwater  
Climate change decreases the cooling effect from postfire albedo in boreal North America 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Potter, Stefano;  Solvik, Kylen;  Erb, Angela;  Goetz, Scott J.;  Johnstone, Jill F.;  Mack, Michelle C.;  Randerson, James T.;  Roman, Miguel O.;  Schaaf, Crystal L.;  Turetsky, Merritt R.;  Veraverbeke, Sander;  Walker, Xanthe J.;  Wang, Zhuosen;  Massey, Richard;  Rogers, Brendan M.
收藏  |  浏览/下载：12/0  |  提交时间：2020/02/17
ABoVE  biophysics  climate feedback  energy budget  land  fire management  MODIS  succession  
Ocean Biogeochemistry Control on the Marine Emissions of Brominated Very Short-Lived Ozone-Depleting Substances: A Machine-Learning Approach 期刊论文
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2019, 124 (22) : 12319-12339
作者:  Wang, Siyuan;  Kinnison, Douglas;  Montzka, Stephen A.;  Apel, Eric C.;  Hornbrook, Rebecca S.;  Hills, Alan J.;  Blake, Donald R.;  Barletta, Barbara;  Meinardi, Simone;  Sweeney, Colm;  Moore, Fred;  Long, Matthew;  Saiz-Lopez, Alfonso;  Pedro Fernandez, Rafael;  Tilmes, Simone;  Emmons, Louisa K.;  Lamarque, Jean-Francois
收藏  |  浏览/下载：18/0  |  提交时间：2020/02/17
very short lived substances (VSLS)  air-sea exchange  ocean biogeochemistry  machine Learning  
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  
Application of Machine Learning to Model Wetland Inundation Patterns Across a Large Semiarid Floodplain 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Karimi, Sara Shaeri;  Saintilan, Neil;  Wen, Li;  Valavi, Roozbeh
收藏  |  浏览/下载：5/0  |  提交时间：2020/02/16
machine learning  downsampling  sensitivity-specificity sum maximizer  inundation regime  wetland  environmental water