The effect of weighting hydrological projections based on the robustness of hydrological models under a changing climate

被引:5
|
作者
Pasten-Zapata, Ernesto [1 ,2 ]
Pimentel, Rafael [3 ,4 ]
Royer-Gaspard, Paul [5 ]
Sonnenborg, Torben O. [1 ]
Aparicio-Ibanez, Javier [3 ,4 ]
Lemoine, Anthony [5 ]
Perez-Palazon, Maria Jose [3 ]
Schneider, Raphael [1 ]
Photiadou, Christiana [6 ,7 ]
Thirel, Guillaume [5 ]
Refsgaard, Jens Christian [1 ]
机构
[1] Geol Survey Denmark & Greenland, Dept Hydrol, Copenhagen, Denmark
[2] Univ Eastern Finland, Dept Geog & Hist Studies, Joensuu, Finland
[3] Univ Cordoba, Fluvial Dynam & Hydrol Res Grp, Andalusian Inst Earth Syst Res, Cordoba, Spain
[4] Univ Cordoba, Dept Agron, Unit Excellence Maria de Maeztu DAUCO, Cordoba, Spain
[5] Univ Paris Saclay, INRAE, HYCAR Res Unit, Antony, France
[6] Swedish Meteorol & Hydrol Inst, Hydrol Res & Dev, Norrkoping, Sweden
[7] European Environm Agcy, Copenhagen, Denmark
关键词
Uncertainty; Climate change impacts; Model weighting; Differential split sampling test; Bayesian model averaging;
D O I
10.1016/j.ejrh.2022.101113
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
Study region: This study is developed in three catchments located in Denmark, France and Spain, covering different climate and physical conditions in Europe. Study focus: The simulation skill of hydrological models under contrasting climate conditions is evaluated using a Differential Split Sample Test (DSST). In each catchment, three different hydrological models are given a weight based on their simulation skill according to their robustness considering the DSST results for traditional and purpose-specific metrics. Four weighting approaches are used, each including a different set of evaluation metrics. The weights are applied to obtain reliable future projections of annual mean river discharge and purpose-specific metrics. New hydrological insights: Projections are found to be sensitive to model weightings in cases where the models show significantly different skills in the DSST. However, when the skills of the models are similar, there is no significant change when applying different weighting schemes. Nevertheless, the methodology proposed here increases the reliability of the purpose-for-fit hydrological projections in a climate change context.
引用
收藏
页数:20
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