Flood risk curves and uncertainty bounds

被引:185
作者
Merz, Bruno [1 ]
Thieken, Annegret H. [2 ,3 ]
机构
[1] GFZ German Res Ctr Geosci, D-14473 Potsdam, Germany
[2] Leopold Franzens Univ Innsbruck, Ctr Nat Hazard & Risk Management, A-6020 Innsbruck, Austria
[3] AlpS, A-6020 Innsbruck, Austria
关键词
Floods; Uncertainty; Flood frequency analysis; Damage estimation; Risk analysis; EPISTEMIC UNCERTAINTY; CLIMATE-CHANGE; PROBABILITY; ASSESSMENTS; FREQUENCY; EXTREME; GERMANY; EVENTS; NEED;
D O I
10.1007/s11069-009-9452-6
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Although flood risk assessments are frequently associated with significant uncertainty, formal uncertainty analyses are the exception rather than the rule. We propose to separate two fundamentally different types of uncertainty in flood risk analyses: aleatory and epistemic uncertainty. Aleatory uncertainty refers to quantities that are inherently variable in time, space or populations of individuals or objects. Epistemic uncertainty results from incomplete knowledge and is related to our inability to understand, measure and describe the system under investigation. The separation between aleatory and epistemic uncertainty is exemplified for the flood risk analysis of the city of Cologne, Germany. This flood risk assessment consists of three modules: (1) flood frequency analysis, (2) inundation estimation and (3) damage estimation. By the concept of parallel models, the epistemic uncertainty of each module is quantified. The epistemic uncertainty associated with the risk estimate is reduced by introducing additional information into the risk analysis. Finally, the contribution of different modules to the total uncertainty is quantified. The flood risk analysis results in a flood risk curve, representing aleatory uncertainty, and in associated uncertainty bounds, representing epistemic uncertainty. In this way, the separation reveals the uncertainty (epistemic) that can be reduced by more knowledge and the uncertainty (aleatory) that is not reducible.
引用
收藏
页码:437 / 458
页数:22
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