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Challenges in Applying Machine Learning Models for Hydrological Inference: A Case Study for Flooding Events Across Germany 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (5)
作者:  Schmidt, Lennart;  Hesse, Falk;  Attinger, Sabine;  Kumar, Rohini
收藏  |  浏览/下载:7/0  |  提交时间:2020/05/13
machine learning  inference  floods  
The Impact of Dams on Design Floods in the Conterminous US 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Zhao, Gang;  Bates, Paul;  Neal, Jeffrey
收藏  |  浏览/下载:4/0  |  提交时间:2020/07/02
Machine Learning Predicts Reach-Scale Channel Types From Coarse-Scale Geospatial Data in a Large River Basin 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Guillon, Herve;  Byrne, Colin F.;  Lane, Belize A.;  Solis, Samuel Sandoval;  Pasternack, Gregory B.
收藏  |  浏览/下载:7/0  |  提交时间:2020/07/02
Snow Depth Patterns in a High Mountain Andean Catchment from Satellite Optical Tristereoscopic Remote Sensing 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Shaw, Thomas E.;  Gascoin, Simon;  Mendoza, Pablo A.;  Pellicciotti, Francesca;  McPhee, James
收藏  |  浏览/下载:8/0  |  提交时间:2020/07/02
Snow depth  Pleiades  Chile  Mountain  LiDAR  
Quantifying Climate and Catchment Control on Hydrological Drought in the Continental United States 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Konapala, Goutam;  Mishra, Ashok
收藏  |  浏览/下载:5/0  |  提交时间:2020/07/02
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  
Insights Into Preferential Flow Snowpack Runoff Using Random Forest 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 10727-10746
作者:  Avanzi, Francesco;  Johnson, Ryan Curtis;  Oroza, Carlos A.;  Hirashima, Hiroyuki;  Maurer, Tessa;  Yamaguchi, Satoru
收藏  |  浏览/下载:5/0  |  提交时间:2020/02/16
preferential flow  snow  Random Forest  lysimeters  SNOWPACK  
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  
Emulation of the Saint Venant Equations Enables Rapid and Accurate Predictions of Infiltration and Overland Flow Velocity on Spatially Heterogeneous Surfaces 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7108-7129
作者:  Crompton, Octavia;  Sytsma, Anneliese;  Thompson, Sally
收藏  |  浏览/下载:20/0  |  提交时间:2019/11/27
Contrasting Patterns in the Decrease of Spatial Variability With Increasing Catchment Area Between Stream Discharge and Water Chemistry 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7419-7435
作者:  Egusa, Tomohiro;  39;omi
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/27