Bivariate peaks-over-threshold modeling of compound heat-drought extremes and their spatial dependence under climate change
Bivariate peaks-over-threshold modeling of compound heat-drought extremes and their spatial dependence under climate change
심현우(한양대학교); 최양호(한양대학교)
37권 1호, 111~148쪽
초록
Climate-related risks occurring worldwide are becoming increasingly diverse, and extreme events of greater intensity are occurring more frequently than in the past. Consequently, there is growing interest in compound risks arising from multiple extreme phenomena occurring simultaneously. This study aims to provide a unified statistical framework for analyzing climate-change risks exhibiting nonstationarity by employing the Peaks-Over-Threshold approach to the bivariate extreme value distribution, specifically through the generalized Pareto distribution. The primary focus is to detect concurrent extreme events—abnormal heat and drought during the Korean summer—and to quantify their dependence structure. The results show that exceedances of both maximum temperature and drought above predefined thresholds are well characterized by a bivariate GPD model. The spatial distribution of joint exceedances is concentrated primarily in parts of Jeollanam-do and Gyeongsangbuk-do, while union exceedances are mainly observed in the Gyeongsangbuk-do region. Within the joint-exceedance domain, maximum temperature and drought exhibit a weak positive dependence.
Abstract
Climate-related risks occurring worldwide are becoming increasingly diverse, and extreme events of greater intensity are occurring more frequently than in the past. Consequently, there is growing interest in compound risks arising from multiple extreme phenomena occurring simultaneously. This study aims to provide a unified statistical framework for analyzing climate-change risks exhibiting nonstationarity by employing the Peaks-Over-Threshold approach to the bivariate extreme value distribution, specifically through the generalized Pareto distribution. The primary focus is to detect concurrent extreme events—abnormal heat and drought during the Korean summer—and to quantify their dependence structure. The results show that exceedances of both maximum temperature and drought above predefined thresholds are well characterized by a bivariate GPD model. The spatial distribution of joint exceedances is concentrated primarily in parts of Jeollanam-do and Gyeongsangbuk-do, while union exceedances are mainly observed in the Gyeongsangbuk-do region. Within the joint-exceedance domain, maximum temperature and drought exhibit a weak positive dependence.
- 발행기관:
- 한국리스크관리학회
- 분류:
- 경영학