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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  
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  
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  
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  
Measuring daily accessed street greenery: A human-scale approach for informing better urban planning practices 期刊论文
LANDSCAPE AND URBAN PLANNING, 2019, 191
作者:  Ye, Yu;  Richards, Daniel;  Lu, Yi;  Song, Xiaoping;  Zhuang, Yu;  Zeng, Wei;  Zhong, Teng
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
Visible greenery  Google Street View  Space syntax  Human-scale  Accessible greenery  Machine learning  
Measuring visual quality of street space and its temporal variation: Methodology and its application in the Hutong area in Beijing 期刊论文
LANDSCAPE AND URBAN PLANNING, 2019, 191
作者:  Tang, Jingxian;  Long, Ying
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
Public space  Visual quality  Perceived quality  Street view picture  Hutong  
Gap-filling approaches for eddy covariance methane fluxes: A comparison of three machine learning algorithms and a traditional method with principal component analysis 期刊论文
GLOBAL CHANGE BIOLOGY, 2019
作者:  Kim, Yeonuk;  Johnson, Mark S.;  Knox, Sara H.;  Black, T. Andrew;  Dalmagro, Higo J.;  Kang, Minseok;  Kim, Joon;  Baldocchi, Dennis
收藏  |  浏览/下载:16/0  |  提交时间:2019/11/27
artificial neural network  comparison of gap-filling techniques  eddy covariance  machine learning  marginal distribution sampling  methane flux  random forest  support vector machine  
Soil swelling potential across Colorado: A digital soil mapping assessment 期刊论文
LANDSCAPE AND URBAN PLANNING, 2019, 190
作者:  Stell, Emma;  Guevara, Mario;  Vargas, Rodrigo
收藏  |  浏览/下载:8/0  |  提交时间:2019/11/27
Machine learning  Shrink-swell  Expansive clays  Linear extensibility