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题名

Dynamic risk assessment of compound hazards based on VFS-IEM-IDM: a case study of typhoon-rainstorm hazards in Shenzhen, China

作者
通讯作者Yang, Lili
发表日期
2022-10-12
DOI
发表期刊
ISSN
1561-8633
EISSN
1684-9981
卷号22期号:10
摘要

Global warming has led to increased compound hazards, and an accurate risk assessment of such hazards is of great importance to urban emergency management. Due to the interrelations between multiple hazards, the risk assessment of a compound hazard faces several challenges: (1) the evaluation of hazard level needs to consider the correlations between compound hazard drivers, (2) usually only a small number of data samples are available for estimating the joint probability distribution of the compound hazard drivers and the loss caused by the hazards, and (3) the risk assessment process often ignores the temporal dynamics of compound hazard occurrences. This paper aims to address the mentioned challenges and develop an integrated risk assessment model VFS-IEM-IDM to quantify the dynamic risk of compound hazards based on variable fuzzy set theory (VFS), information entropy method (IEM), and information diffusion method (IDM). For the first challenge, VFS-IEM-IDM measures the effect of the compound hazard drivers via the use of relative membership degree and analyses the correlation between drivers with the entropy weight method, which is combined to evaluate compound hazard level. To address the second challenge, VFS-IEM-IDM applies the normal diffusion function to estimate the probability distribution of the compound hazard and the corresponding loss vulnerability curve. To deal with the third challenge, VFS-IEM-IDM assesses the risk of a compound hazard in different months based on the definition of probabilistic risk. In the end, this paper takes the typhoon-rainstorm disaster in Shenzhen, China, as an example to evaluate the effectiveness of the proposed VFS-IEM-IDM model. The results show that VFS-IEM-IDM effectively estimates the typhoon-rainstorm compound hazard level and assesses the dynamic risk of the compound hazards.

相关链接[来源记录]
收录类别
语种
英语
学校署名
第一 ; 通讯
资助项目
National Key Research and Development Program of China[
WOS研究方向
Geology ; Meteorology & Atmospheric Sciences ; Water Resources
WOS类目
Geosciences, Multidisciplinary ; Meteorology & Atmospheric Sciences ; Water Resources
WOS记录号
WOS:000865950500001
出版者
ESI学科分类
GEOSCIENCES
来源库
Web of Science
引用统计
被引频次[WOS]:4
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/406549
专题理学院_统计与数据科学系
工学院_计算机科学与工程系
作者单位
1.Southern Univ Sci & Technol, Dept Stat & Data Sci, Shenzhen 518055, Peoples R China
2.Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen 518055, Peoples R China
第一作者单位统计与数据科学系
通讯作者单位统计与数据科学系
第一作者的第一单位统计与数据科学系
推荐引用方式
GB/T 7714
Gong, Wenwu,Jiang, Jie,Yang, Lili. Dynamic risk assessment of compound hazards based on VFS-IEM-IDM: a case study of typhoon-rainstorm hazards in Shenzhen, China[J]. NATURAL HAZARDS AND EARTH SYSTEM SCIENCES,2022,22(10).
APA
Gong, Wenwu,Jiang, Jie,&Yang, Lili.(2022).Dynamic risk assessment of compound hazards based on VFS-IEM-IDM: a case study of typhoon-rainstorm hazards in Shenzhen, China.NATURAL HAZARDS AND EARTH SYSTEM SCIENCES,22(10).
MLA
Gong, Wenwu,et al."Dynamic risk assessment of compound hazards based on VFS-IEM-IDM: a case study of typhoon-rainstorm hazards in Shenzhen, China".NATURAL HAZARDS AND EARTH SYSTEM SCIENCES 22.10(2022).
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