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Flow Prediction in Ungauged Catchments Using Probabilistic Random Forests Regionalization and New Statistical Adequacy Tests 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 4364-4392
作者:  Prieto, Cristina;  Le Vine, Nataliya;  Kavetski, Dmitri;  Garcia, Eduardo;  Medina, Raul
收藏  |  浏览/下载:9/0  |  提交时间:2019/11/26
regionalization  ungauged catchments  uncertainty  random forests regression  model adequacy test  Bayesian inference  
A Robust Gauss-Newton Algorithm for the Optimization of Hydrological Models: Benchmarking Against Industry-Standard Algorithms 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 9637-9654
作者:  Qin, Youwei;  Kavetski, Dmitri;  Kuczera, George
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
model calibration  parameter optimization  robust Gauss-Newton algorithm  global optimization  evolutionary optimizer  optimization efficiency  
A Robust Gauss-Newton Algorithm for the Optimization of Hydrological Models: From Standard Gauss-Newton to Robust Gauss-Newton 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 9655-9683
作者:  Qin, Youwei;  Kavetski, Dmitri;  Kuczera, George
收藏  |  浏览/下载:1/0  |  提交时间:2019/04/09
hydrological model calibration  parameter optimization  robust Gauss-Newton algorithm  coarse gradient approximation  reliability-cost tradeoffs  algorithm efficiency  
The Importance of Spatiotemporal Variability in Irrigation Inputs for Hydrological Modeling of Irrigated Catchments 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (9) : 6792-6821
作者:  McInerney, David;  Thyer, Mark;  Kavetski, Dmitri;  Githui, Faith;  Thayalakumaran, Thabo;  Liu, Min;  Kuczera, George
收藏  |  浏览/下载:5/0  |  提交时间:2019/04/09
irrigation schedule model  distributed hydrological model  spatiotemporal variability  streamflow simulation  uncertainty quantification  SWAT  
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  
Bayesian spectral likelihood for hydrological parameter inference 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (8)
作者:  Schaefli, Bettina;  Kavetski, Dmitri
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09
hydrology  Bayesian inference  spectral domain inference  rainfall-runoff modeling  frequency domain inference  model calibration  
Improving probabilistic prediction of daily streamflow by identifying Pareto optimal approaches for modeling heteroscedastic residual errors 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (3)
作者:  McInerney, David;  Thyer, Mark;  Kavetski, Dmitri;  Lerat, Julien;  Kuczera, George
收藏  |  浏览/下载:14/0  |  提交时间:2019/04/09
probabilistic prediction  hydrological models  residual errors  heteroscedasticity  Pareto optimality  Box-Cox transformation