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Benefits of Explicit Treatment of Zero Flows in Probabilistic Hydrological Modeling of Ephemeral Catchments 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (12) : 11035-11060
作者:  McInerney, David;  Kavetski, Dmitri;  Thyer, Mark;  Lerat, Julien;  Kuczera, George
收藏  |  浏览/下载:8/0  |  提交时间:2020/02/16
probabilistic streamflow prediction  ephemeral catchments  residual error model  zero flow  censoring approach  Box-Cox transformation  
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:8/0  |  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: 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  
Signature-Domain Calibration of Hydrological Models Using Approximate Bayesian Computation: Theory and Comparison to Existing Applications 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (6) : 4059-4083
作者:  Kavetski, Dmitri;  Fenicia, Fabrizio;  Reichert, Peter;  Albert, Carlo
收藏  |  浏览/下载:3/0  |  提交时间:2019/04/09
hydrological model calibration  data signature  uncertainty  Bayesian inference  Approximate Bayesian Computation (ABC)  GLUE  
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