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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:8/0  |  提交时间:2020/02/16
prediction in ungauged basins  machine learning  CAMELS  LSTM  
What Triggers Streamflow for Intermittent Rivers and Ephemeral Streams in Low-Gradient Catchments in Mediterranean Climates 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Gutierrez-Jurado, Karina Y.;  Partington, Daniel;  Batelaan, Okke;  Cook, Peter;  Shanafield, Margaret
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/16
Intermittent Rivers and Ephemeral Streams  Streamflow generation  Integrated surface-subsurface modeling  Hydrological processes  
Process-Guided Deep Learning Predictions of Lake Water Temperature 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Read, Jordan S.;  Jia, Xiaowei;  Willard, Jared;  Appling, Alison P.;  Zwart, Jacob A.;  Oliver, Samantha K.;  Karpatne, Anuj;  Hansen, Gretchen J. A.;  Hanson, Paul C.;  Watkins, William;  Steinbach, Michael;  Kumar, Vipin
收藏  |  浏览/下载:19/0  |  提交时间:2020/02/16
deep learning  lake modelling  temperature prediction  process-guided deep learning  theory-guided data science  data science  
Seasonal Hydropower Planning for Data-Scarce Regions Using Multimodel Ensemble Forecasts, Remote Sensing Data, and Stochastic Programming 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Koppa, Akash;  Gebremichael, Mekonnen;  Zambon, Renato C.;  Yeh, William W-G;  Hopson, Thomas M.
收藏  |  浏览/下载:5/0  |  提交时间:2020/02/16
hydropower planning  ensemble forecasting  remote sensing  data-scarce regions  taxonomy  taxonomy numbers  
Methods for Assessing Expected Flood Potential and Variability: Southern Rocky Mountains Region 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (8) : 6392-6416
作者:  Yochum, Steven E.;  Scott, Julian A.;  Levinson, David H.
收藏  |  浏览/下载:0/0  |  提交时间:2019/11/27
Index-Based Characterization and Quantification of Groundwater Dynamics 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (7) : 5575-5592
作者:  Heudorfer, B.;  Haaf, E.;  Stahl, K.;  Barthel, R.
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/27
Evaluation of Groundwater Levels in the Arapahoe Aquifer Using Spatiotemporal Regression Kriging 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (4) : 2820-2837
作者:  Ruybal, Christopher J.;  Hogue, Terri S.;  McCray, John E.
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/26
Mapped Hydroclimatology of Evapotranspiration and Drainage Runoff Using SMAP Brightness Temperature Observation and Precipitation Information 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (4) : 3391-3413
作者:  Akbar, Ruzbeh;  Gianotti, Daniel J. Short;  Salvucci, Guido D.;  Entekhabi, Dara
收藏  |  浏览/下载:6/0  |  提交时间:2019/11/26