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Hydrologically Informed Machine Learning for Rainfall-Runoff Modeling: A Genetic Programming-Based Toolkit for Automatic Model Induction 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (4)
作者:  Chadalawada, Jayashree;  Herath, H. M. V. V.;  Babovic, Vladan
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
rainfall-runoff modeling  flexible conceptual modeling framework  machine learning  genetic programming  
On the Robustness of Conceptual Rainfall-Runoff Models to Calibration and Evaluation Data Set Splits Selection: A Large Sample Investigation 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Guo, Danlu;  Zheng, Feifei;  Gupta, Hoshin;  Maier, Holger R.
收藏  |  浏览/下载：5/0  |  提交时间：2020/07/02
Refining Predictor Spectral Representation Using Wavelet Theory for Improved Natural System Modeling 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (3)
作者:  Jiang, Ze;  Sharma, Ashish;  Johnson, Fiona
收藏  |  浏览/下载：7/0  |  提交时间：2020/07/02
Debates-Does Information Theory Provide a New Paradigm for Earth Science? 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (2)
作者:  Kumar, Praveen;  Gupta, Hoshin V.
收藏  |  浏览/下载：24/0  |  提交时间：2020/07/02
Complex Systems  Hypothesis Testing  Information Physics  Algorithmic Information  Causality  
A New Framework for Exploring Process Controls of Flow Duration Curves 期刊论文
WATER RESOURCES RESEARCH, 2020, 56 (1)
作者:  Ghotbi, Saba;  Wang, Dingbao;  Singh, Arvind;  Bloeschl, Guenter;  Sivapalan, Murugesu
收藏  |  浏览/下载：12/0  |  提交时间：2020/07/02
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