big data;
flood disasters;
vulnerability curve;
web crawler technology;
LAND-USE;
RISK;
INTERNET;
QUALITY;
NETWORK;
D O I:
10.2166/ws.2019.171
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
Planning to evaluate flood disaster vulnerability is a crucial step towards risk mitigation and adaptation. In this study, the vulnerability curve model was established with one highly popular area of research in mind: big data. Web crawler technology was used to extract text information related to floods from Internet and social media platforms. Based on the three indicators of rainfall intensity, duration and coverage area, the heavy rainfall index was calculated, while the comprehensive disaster index was calculated based on the affected population, area and direct economic loss. Taking the heavy rainfall index as an independent variable and comprehensive disaster index as a dependent variable, the vulnerability curve of flood disasters was established, and the performance of this model was validated by comparing it with real-life situations. The results show that the relationship between rainfall and disaster is significant, and there is exponential correlation between the heavy rainfall index and comprehensive disaster index. This model is more than 65% accurate, which demonstrates the discriminative power of the established curve model. The results provide some basis for flood control and management in cities.
机构:
Tongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Tongji Univ, Key Lab Yangtze River Water Environm, Minist Educ, Shanghai 200092, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Liu, Shuguang
Zheng, Weiqiang
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Zheng, Weiqiang
Zhou, Zhengzheng
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Zhou, Zhengzheng
Zhong, Guihui
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Zhong, Guihui
Zhen, Yiwei
论文数: 0引用数: 0
h-index: 0
机构:
Tongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
Zhen, Yiwei
Shi, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Inst Hydraul & Estuary, Hangzhou 310020, Peoples R ChinaTongji Univ, Dept Hydraul Engn, Shanghai 200092, Peoples R China
机构:
Univ Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
King Saud Univ, Dept Civil Engn, Riyadh, Saudi ArabiaUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Alabbad, Yazeed
Demir, Ibrahim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
Univ Iowa, IIHR Hydrosci & Engn, Iowa City, IA USAUniv Iowa, Dept Civil & Environm Engn, Iowa City, IA 52242 USA
机构:
Univ Sumatera Utara, Civil Engn Dept, Fac Engn, Jl Dr Mansur Kampus USU, Padang Bulan 20155, Medan, IndonesiaUniv Sumatera Utara, Civil Engn Dept, Fac Engn, Jl Dr Mansur Kampus USU, Padang Bulan 20155, Medan, Indonesia
Indrawan, I.
Siregar, R., I
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sumatera Utara, Civil Engn Dept, Fac Engn, Jl Dr Mansur Kampus USU, Padang Bulan 20155, Medan, IndonesiaUniv Sumatera Utara, Civil Engn Dept, Fac Engn, Jl Dr Mansur Kampus USU, Padang Bulan 20155, Medan, Indonesia
Siregar, R., I
2ND INTERNATIONAL CONFERENCE ON COMPUTING AND APPLIED INFORMATICS 2017,
2018,
978
机构:
North China Univ Water Resources & Elect Power, Sch Art, Zhengzhou 450045, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Art, Zhengzhou 450045, Peoples R China
Li, Jie
Huang, Lintong
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Coll Water Resources, Zhengzhou 450045, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Art, Zhengzhou 450045, Peoples R China
Huang, Lintong
Zhu, Kai
论文数: 0引用数: 0
h-index: 0
机构:
Henan Polytech, Sch Intelligent Mfg, Zhengzhou 450018, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Sch Art, Zhengzhou 450045, Peoples R China
机构:
China Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R ChinaChina Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
Li, Guoyi
Liu, Jiahong
论文数: 0引用数: 0
h-index: 0
机构:
China Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
Minist Water Resources, Water Resources & Water Ecol Engn Technol Res Ctr, Beijing 100044, Peoples R ChinaChina Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
Liu, Jiahong
Shao, Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
China Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R ChinaChina Inst Water Resource & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100038, Peoples R China
机构:
State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower ResearchState Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower Research
LI Guoyi
LIU Jiahong
论文数: 0引用数: 0
h-index: 0
机构:
State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower Research
Water Resources and Water Ecological Engineering Technology Research Center of Ministry of Water ResourcesState Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower Research
LIU Jiahong
SHAO Weiwei
论文数: 0引用数: 0
h-index: 0
机构:
State Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower ResearchState Key Laboratory of Simulation and Regulation of Water Cycle in River Basin, China Institute of Water Resource and Hydropower Research