Metastatistical Extreme Value Distribution applied to floods across the continental United States

被引:49
作者
Miniussi, Arianna [1 ,3 ]
Marani, Marco [1 ]
Villarini, Gabriele [2 ]
机构
[1] Univ Padua, Dept Civil Architectural & Environm Engn, Padua, Italy
[2] Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USA
[3] UFZ Helmholtz Ctr Environm Res, Catchment Hydrol Dept, Halle, Saale, Germany
基金
美国国家科学基金会;
关键词
RAINFALL EXTREMES; FREQUENCY; PRECIPITATION; SEASONALITY; PROBABILITY; STATISTICS;
D O I
10.1016/j.advwatres.2019.103498
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
This study analyzes daily mean streamflow records from 5,311 U.S. Geological Survey stream gages in the continental United States and develops a Metastatistical Extreme Value Distribution (MEVD) tailored for flood frequency analysis. We compare the new tool with the Generalized Extreme Value (GEV) and Log-Pearson Type III (LP3) distributions and investigate the role of El Nino Southern Oscillation (ENSO) in the generation of floods. Hence, we formulate the MEVD in terms of mixture of distributions to describe the occurrence of flood peaks generated under different ENSO phases. We find that the MEVD outperforms GEV and LP3 distributions respectively in about 76% and 86% of the stations, with a significant improvement in the accuracy of quantiles corresponding to return periods much larger than the calibration sample size. The ENSO signature detected in the distributions of the daily peak flows does not necessarily improve the estimation of high return period flow values.
引用
收藏
页数:10
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