Coastal cities like Shenzhen are confronting escalating flood risks under the combined impact of climate change and rapid urbanization, especially the tropical cyclones (TC)-induced flood. Incorporating the impact of climate change and urbanization on the flood, this study constructed a new TC-induced flood model on western Shenzhen embedded with a unique statistical approach. Based on extensive historical data and machine learning techniques, the temporal characteristics and changes of flooding were revealed. The results reveal an increase in the frequency of TC-induced floods between 1964-2022, especially after the 1990s, which is attributed to a decrease in the distance of the location of the maximum intensity of TCs (observed within an 800 km range of the study area) relative to the land, averaging a reduction of 11.4 km per decade. This shift towards land is likely due to changes in the locations of TC genesis. Furthermore, the 'rainfall sea level' threshold for western Shenzhen was accordingly derived from the results of modelling, which would enable decision-makers to quickly assess TC-induced flood risks. The study's proposed methods offer alternative approaches for predicting TC-induced floods in regions where the gathering of hydro-meteorological data is challenging or where economic and technological resources are limited.
机构:
Sun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai 519082, Peoples R China
Guangdong Key Lab Ocean Civil Engn, Guangzhou 510275, Peoples R China
Yangjiang Offshore Wind Energy Lab, Adv Energy Sci & Technol Guangdong Lab, Yangjiang 529500, Peoples R ChinaSun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Wen, Ze-guo
Wang, Fu-ming
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai 519082, Peoples R China
Guangdong Key Lab Ocean Civil Engn, Guangzhou 510275, Peoples R China
Yangjiang Offshore Wind Energy Lab, Adv Energy Sci & Technol Guangdong Lab, Yangjiang 529500, Peoples R ChinaSun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Wang, Fu-ming
Wan, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Guangdong Acad Safety Sci & Technol, Guangzhou 510060, Peoples R ChinaSun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Wan, Jing
Yang, Fan
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai 519082, Peoples R China
Guangdong Acad Safety Sci & Technol, Guangzhou 510060, Peoples R China
Guangdong Key Lab Ocean Civil Engn, Guangzhou 510275, Peoples R China
Yangjiang Offshore Wind Energy Lab, Adv Energy Sci & Technol Guangdong Lab, Yangjiang 529500, Peoples R ChinaSun Yat Sen Univ, Sch Civil Engn, Zhuhai 519082, Peoples R China
机构:
Tongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R ChinaTongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
Wen, Sixiang
Fang, Genshen
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R ChinaTongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
Fang, Genshen
Zhao, Lin
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R ChinaTongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
Zhao, Lin
Ge, Yaojun
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R ChinaTongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
Ge, Yaojun
Chen, Xu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Normal Univ, Sch Civil Engn, Shanghai 201418, Peoples R ChinaTongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
机构:
Govt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, IndiaGovt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, India
Badarinath, K. V. S.
Kharol, Shailesh Kumar
论文数: 0引用数: 0
h-index: 0
机构:
Govt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, IndiaGovt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, India
Kharol, Shailesh Kumar
Dileep, P. K.
论文数: 0引用数: 0
h-index: 0
机构:
Govt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, IndiaGovt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, India
Dileep, P. K.
Prasad, V. Krishna
论文数: 0引用数: 0
h-index: 0
机构:
Ohio State Univ, Agroecosyst Management Program, Wooster, OH 44691 USAGovt India, Div Atmospher Sci, Div Oceanog, Natl Remote Sensing Ctr,Dept Space, Hyderabad 500625, Andhra Pradesh, India
机构:
East China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R ChinaEast China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
Tang, Runan
Dai, Zhijun
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
Southern Marine Sci & Engn Guangdong Lab Zhuhai, Zhuhai 519000, Guangdong, Peoples R ChinaEast China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
Dai, Zhijun
Zhou, Xiaoyan
论文数: 0引用数: 0
h-index: 0
机构:
East China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R ChinaEast China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
Zhou, Xiaoyan
Li, Shushi
论文数: 0引用数: 0
h-index: 0
机构:
Beibu Gulf Univ, Key Lab Coastal Sci & Engn Beibu Gulf, Qinzhou 535011, Guangxi, Peoples R ChinaEast China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
机构:
Chinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Hu, Chenxi
Tam, Chi-Yung
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Chinese Univ Hong Kong, Shenzhen Res Inst, Shenzhen, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Tam, Chi-Yung
Loi, Chi Lok
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Loi, Chi Lok
Cheung, Kevin K. W.
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Informat Sci & Technol, Sch Emergency Management, Nanjing, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Cheung, Kevin K. W.
Li, Yubin
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ Informat Sci & Technol, Sch Atmospher Phys, Nanjing, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Li, Yubin
Yang, Zong-Liang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Jackson Sch Geosci, Geol Sci, Austin, TX USAChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Yang, Zong-Liang
Au-Yeung, Yee Man
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Au-Yeung, Yee Man
Fang, Xiaoyi
论文数: 0引用数: 0
h-index: 0
机构:
China Meteorol Adm, Chinese Acad Meteorol Sci, Beijing, Peoples R ChinaChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China
Fang, Xiaoyi
Niyogi, Dev
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Jackson Sch Geosci, Geol Sci, Austin, TX USAChinese Univ Hong Kong, Earth Syst Sci Programme, Hong Kong, Peoples R China