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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  
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  
In Quest of Calibration Density and Consistency in Hydrologic Modeling: Distributed Parameter Calibration against Streamflow Characteristics 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (9) : 7784-7803
作者:  Yang, Yuan;  Pan, Ming;  Beck, Hylke E.;  Fisher, Colby K.;  Beighley, R. Edward;  Kao, Shih-Chieh;  Hong, Yang;  Wood, Eric F.
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/27
Gap Filling of High-Resolution Soil Moisture for SMAP/Sentinel-1: A Two-Layer Machine Learning-Based Framework 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6986-7009
作者:  Mao, Hanzi;  Kathuria, Dhruva;  Duffield, Nick;  Mohanty, Binayak P.
收藏  |  浏览/下载：5/0  |  提交时间：2019/11/27
Global Reconstruction of Naturalized River Flows at 2.94 Million Reaches 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6499-6516
作者:  Lin, Peirong;  Pan, Ming;  Beck, Hylke E.;  Yang, Yuan;  Yamazaki, Dai;  Frasson, Renato;  David, Cedric H.;  Durand, Michael;  Pavelsky, Tamlin M.;  Allen, George H.;  Gleason, Colin J.;  Wood, Eric F.
收藏  |  浏览/下载：47/0  |  提交时间：2019/11/27
Velocity Field Estimation on Density-Driven Solute Transport With a Convolutional Neural Network 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 7275-7293
作者:  Kreyenberg, Philipp J.;  Bauser, Hannes H.;  Roth, Kurt
收藏  |  浏览/下载：3/0  |  提交时间：2019/11/27
Using Machine Learning for Prediction of Saturated Hydraulic Conductivity and Its Sensitivity to Soil Structural Perturbations 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (7) : 5715-5737
作者:  Araya, Samuel N.;  Ghezzehei, Teamrat A.
收藏  |  浏览/下载：1/0  |  提交时间：2019/11/27
Salinity Yield Modeling of the Upper Colorado River Basin Using 30-m Resolution Soil Maps and Random Forests 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (6) : 4954-4973
作者:  Nauman, Travis W.;  Ely, Christopher P.;  Miller, Matthew P.;  Duniway, Michael C.
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/26
water quality  digital soil mapping  electrical conductivity  salinity control  SPARROW  Colorado River