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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:10/0  |  提交时间:2019/04/09
model calibration  parameter optimization  robust Gauss-Newton algorithm  global optimization  evolutionary optimizer  optimization efficiency  
The Fast and the Robust: Trade-Offs Between Optimization Robustness and Cost in the Calibration of Environmental Models 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (11) : 9432-9455
作者:  Kavetski, Dmitri;  Qin, Youwei;  Kuczera, George
收藏  |  浏览/下载:6/0  |  提交时间:2019/04/09
optimization benchmarking  model calibration  performance trade-offs  algorithm efficiency  robustness  multistart optimization  
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:3/0  |  提交时间:2019/04/09
hydrological model calibration  parameter optimization  robust Gauss-Newton algorithm  coarse gradient approximation  reliability-cost tradeoffs  algorithm efficiency  
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