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Improving AI System Awareness of Geoscience Knowledge: Symbiotic Integration of Physical Approaches and Deep Learning 期刊论文
GEOPHYSICAL RESEARCH LETTERS, 2020, 47 (13)
作者:  Jiang, Shijie;  Zheng, Yi;  Solomatine, Dimitri
收藏  |  浏览/下载:13/0  |  提交时间:2020/06/16
artificial intelligence  deep learning  Earth science  geosystem dynamics  hydrology  predictions in ungauged basins  
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  
Advances in Quantifying Streamflow Variability Across Continental Scales: 1. Identifying Natural and Anthropogenic Controlling Factors in the USA Using a Spatially Explicit Modeling Method 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 10893-10917
作者:  Alexander, Richard B.;  Schwarz, Gregory E.;  Boyer, Elizabeth W.
收藏  |  浏览/下载:5/0  |  提交时间:2020/02/16
Copula Theory as a Generalized Framework for Flow-Duration Curve Based Streamflow Estimates in Ungaged and Partially Gaged Catchments 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Worland, Scott. C.;  Steinschneider, Scott;  Farmer, William;  Asquith, William;  Knight, Rodney
收藏  |  浏览/下载:7/0  |  提交时间:2020/02/16
copulas  flow-duration curves  streamflow estimation  QPPQ  regionalization  PUB  
Streamflow Generation From Catchments of Contrasting Lithologies: The Role of Soil Properties, Topography, and Catchment Size 期刊论文
WATER RESOURCES RESEARCH, 2019
作者:  Xiao, Dacheng;  Shi, Yuning;  Brantley, Susan L.;  Forsythe, Brandon;  DiBiase, Roman;  Davis, Kenneth;  Li, Li
收藏  |  浏览/下载:4/0  |  提交时间:2020/02/16
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
Complementary Vantage Points: Integrating Hydrology and Economics for Sociohydrologic Knowledge Generation 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (4) : 2549-2571
作者:  Mueller, Marc F.;  Levy, Morgan C.
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/26
microeconomics  econometrics  game theory  regression  causal inference  trade  
Value of a Limited Number of Discharge Observations for Improving Regionalization: A Large-Sample Study Across the United States 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (1) : 363-377
作者:  Pool, S.;  Viviroli, D.;  Seibert, J.
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/09
ungauged basin  regionalization  spatial proximity  attribute similarity  value of data  
Hydrological Interpretation of a Statistical Measure of Basin Complexity 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (10) : 7403-7416
作者:  Pande, Saket;  Moayeri, Mehdi
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09
Signature-Domain Calibration of Hydrological Models Using Approximate Bayesian Computation: Empirical Analysis of Fundamental Properties 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (6) : 3958-3987
作者:  Fenicia, Fabrizio;  Kavetski, Dmitri;  Reichert, Peter;  Albert, Carlo
收藏  |  浏览/下载:15/0  |  提交时间:2019/04/09
data signature  Bayesian model calibration  uncertainty  approximate Bayesian computation (ABC)  flow duration curve  flashiness index