Rainfall frequency analysis using event-maximum rainfalls - An event-based mixture distribution modeling approach

被引:1
|
作者
Cheng, Ke-Sheng [1 ,2 ]
Chen, Bo-Yu [2 ]
Lin, Teng-Wei [1 ]
Nakamura, Kimihito [3 ]
Ruangrassamee, Piyatida [4 ]
Chikamori, Hidetaka [5 ]
机构
[1] Natl Taiwan Univ, Dept Bioenvironm Syst Engn, Taipei, Taiwan
[2] Natl Taiwan Univ, Master Program Stat, Taipei, Taiwan
[3] Kyoto Univ, Grad Sch Agr, Kyoto, Japan
[4] Chulalongkorn Univ, Fac Engn, Dept Water Resources Engn, Bangkok, Thailand
[5] Okayama Univ, Dept Environm Management Engn, Okayama, Japan
来源
关键词
Frequency analysis; Event-maximum rainfalls; Mixture distribution; Annual maxima; Poisson distribution; Negative binomial distribution; FLOOD; SERIES;
D O I
10.1016/j.wace.2023.100634
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Rainfall frequency analysis, an essential work for water resources management, is often conducted by using the annual maximum rainfall series. For rainfall stations with short record lengths and outliers presence, the use of annual maximum series for rainfall frequency analysis may yield design rainfall estimates of higher uncertainties. Moreover, for regions with cyclostationary climate patterns, the annual maximum rainfalls may be caused by different prevalent storm types, which differ in terms of their occurrence frequency and storm rainfall characteristics. In this study, we propose a novel event-maximum-rainfall-based mixture distribution modeling approach for rainfall frequency analysis. By considering the event-maximum rainfalls of individual storm events, the sample size for parameter estimation increases, and the uncertainty of design rainfall estimates reduces. Mixture distribution modeling enables a thorough investigation of the contributing probabilities of different storm types to the annual maximum rainfall. Through rigorous stochastic simulation, we demonstrated the superiority of the proposed approach over the conventional annual maximum rainfall approach. The proposed approach was applied to four representative rainfall stations in Taiwan, and the results revealed that the proposed approach is more robust than the conventional annual maximum rainfall approach. The results provide insights into the contributions of individual storm types to the annual maximum rainfall.
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页数:19
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