GSTDTAP  > 气候变化
DOI10.1002/joc.4834
A comparative study to determine the optimal copula model for the wind speed and precipitation of typhoons
Um, Myoung-Jin; Joo, Kyungwon; Nam, Woosung; Heo, Jun-Haeng
2017-03-30
发表期刊INTERNATIONAL JOURNAL OF CLIMATOLOGY
ISSN0899-8418
EISSN1097-0088
出版年2017
卷号37期号:4
文章类型Article
语种英语
国家South Korea
英文摘要

Typhoon is usually one of main reasons to damage the buildings, infrastructures, water operations, and human life in summer in East Asia, which includes China, Japan, and Korea. Typhoons can be considered multivariate extremes that consists of climate variables that affect wind and precipitation. Copula models can be used to investigate the dependence between random variables. In this study, we used copula models to investigate the optimal marginal distribution for the relations between the wind speed and the precipitation of typhoons at the Jeju weather station in South Korea. We used the 10-min average wind speed (W10) and the total precipitation (PT) from 65 typhoon events that had affected the Jeju station. Two case studies were considered using the typhoon data. Case one included all typhoon events, and case two included 39 typhoon events with the following thresholds: W1010ms(-1) and PT50 mm. The marginal distributions for the copula models included the generalized extreme value (GEV), generalized logistic (GLO), generalized Pareto (GPA), and Weibull (WBU) distributions as well as three copula models: Clayton, Frank, and Gumbel copulas. Each step was checked by the robust diagnostic, the probability plot correlation coefficient (PPCC) test, and the goodness-of-fit test (S-n statistic). The Frank copula model with GLO (W10)-GPA (PT) had the best performance in both cases. The results of this study present the key steps needed to identify an optimum copula for a bivariate distribution in applications related to atmospheric sciences and provides an example of how this applies to wind velocity and precipitation from typhoons.


英文关键词typhoon wind speed total precipitation copula model marginal distribution
领域气候变化
收录类别SCI-E
WOS记录号WOS:000397497700028
WOS关键词CORRELATION-COEFFICIENT TEST ; ARCHIMEDEAN COPULAS ; FREQUENCY-ANALYSIS ; PLOTTING POSITION ; DISTRIBUTIONS ; SIMULATIONS ; STATISTICS ; SELECTION ; FAMILIES ; CYCLONES
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/37446
专题气候变化
作者单位Yonsei Univ, Sch Civil & Environm Engn, 50 Yonsei Ro, Seoul 120749, South Korea
推荐引用方式
GB/T 7714
Um, Myoung-Jin,Joo, Kyungwon,Nam, Woosung,et al. A comparative study to determine the optimal copula model for the wind speed and precipitation of typhoons[J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY,2017,37(4).
APA Um, Myoung-Jin,Joo, Kyungwon,Nam, Woosung,&Heo, Jun-Haeng.(2017).A comparative study to determine the optimal copula model for the wind speed and precipitation of typhoons.INTERNATIONAL JOURNAL OF CLIMATOLOGY,37(4).
MLA Um, Myoung-Jin,et al."A comparative study to determine the optimal copula model for the wind speed and precipitation of typhoons".INTERNATIONAL JOURNAL OF CLIMATOLOGY 37.4(2017).
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