A regional Bayesian POT model for flood frequency analysis

被引:70
|
作者
Ribatet, Mathieu
Sauquet, Eric
Gresillon, Jean-Michel
Ouarda, Taha B. M. J.
机构
[1] Univ Quebec, INRS ETE, Quebec City, PQ G1K 9A9, Canada
[2] Cemagref, F-69336 Lyon 09, France
关键词
regional frequency analysis; Bayesian inference; index flood; L-moments; Markov Chain Monte Carlo;
D O I
10.1007/s00477-006-0068-z
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Flood frequency analysis is usually based on the fitting of an extreme value distribution to the local streamflow series. However, when the local data series is short, frequency analysis results become unreliable. Regional frequency analysis is a convenient way to reduce the estimation uncertainty. In this work, we propose a regional Bayesian model for short record length sites. This model is less restrictive than the index flood model while preserving the formalism of "homogeneous regions". The performance of the proposed model is assessed on a set of gauging stations in France. The accuracy of quantile estimates as a function of the degree of homogeneity of the pooling group is also analysed. The results indicate that the regional Bayesian model outperforms the index flood model and local estimators. Furthermore, it seems that working with relatively large and homogeneous regions may lead to more accurate results than working with smaller and highly homogeneous regions.
引用
收藏
页码:327 / 339
页数:13
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