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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  
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
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：41/0  |  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  
Remote Sensing of River Bathymetry: Evaluating a Range of Sensors, Platforms, and Algorithms on the Upper Sacramento River, California, USA 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (3) : 2142-2169
作者:  Legleiter, Carl J.;  Harrison, Lee R.
收藏  |  浏览/下载：7/0  |  提交时间：2019/11/26
remote sensing of rivers  bathymetric mapping  hyperspectral  unmanned aircraft system (UAS)  bathymetric LiDAR  satellite image data  
Modeling Depth of the Redox Interface at High Resolution at National Scale Using Random Forest and Residual Gaussian Simulation 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1451-1469
作者:  Koch, Julian;  Stisen, Simon;  Refsgaard, Jens C.;  Ernstsen, Vibeke;  Jakobsen, Peter R.;  Hojberg, Anker L.
收藏  |  浏览/下载：4/0  |  提交时间：2019/11/26
Water Resource Managment  Nitrate  Redox Conditions  Machine Learning  Random Forest  Geostatistics  
Water Resources Assessment of China's Transboundary River Basins Using a Machine Learning Approach 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (1) : 632-655
作者:  Yan, Jiabao;  Jia, Shaofeng;  Lv, Aifeng;  Zhu, Wenbin
收藏  |  浏览/下载：12/0  |  提交时间：2019/04/09
water resources  runoff coefficient  machine learning  transboundary river  China