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Multiorder Hydrologic Position in the Conterminous United States: A Set of Metrics in Support of Groundwater Mapping at Regional and National Scales 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11188-11207
作者:  Belitz, Kenneth;  Moore, Richard B.;  Arnold, Terri L.;  Sharpe, Jennifer B.;  Starn, J. J.
收藏  |  浏览/下载:11/0  |  提交时间:2020/02/16
hydrology  groundwater  machine learning  mapping  GIS  
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:8/0  |  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  
Mineralogical composition and total organic carbon quantification using x-ray fluorescence data from the Upper Cretaceous Eagle Ford Group in southern Texas 期刊论文
AAPG BULLETIN, 2019, 103 (12) : 2891-2907
作者:  Alnahwi, Ahmed;  Loucks, Robert L.
收藏  |  浏览/下载:5/0  |  提交时间:2020/02/17
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  
Preventing undesirable behavior of intelligent machines 期刊论文
SCIENCE, 2019, 366 (6468) : 999-+
作者:  Thomas, Philip S.;  da Silva, Bruno Castro;  Barto, Andrew G.;  Giguere, Stephen;  Brun, Yuriy;  Brunskill, Emma
收藏  |  浏览/下载:10/0  |  提交时间:2020/02/17
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