Assessing Urban Areas' Vulnerability to Flood Disaster Based on Text Data: A Case Study in Zhengzhou City

被引:37
|
作者
Wu, Zening [1 ]
Shen, Yanxia [1 ]
Wang, Huiliang [1 ]
机构
[1] Zhengzhou Univ, Coll Water Conservancy & Environm, Zhengzhou 450001, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
urban flood disaster; vulnerability assessment; big data; web crawler technology; AHP; GIS; RISK ANALYSIS; SOCIAL MEDIA; INTERNET; MODEL;
D O I
10.3390/su11174548
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Confronting the frequent flood disasters triggered by torrential downpour, the vulnerability of urban rainstorm flood disasters was analyzed 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 popular social media platforms. Combining these text data with traditional statistical data, a flood disaster vulnerability assessment model based on Analytic Hierarchy Process (AHP) was established to evaluate rainstorm and flood disaster vulnerability, and the spatial distribution characteristics of vulnerability to pluvial flooding were analyzed based on Geographic Information System (GIS). The established model was applied in Zhengzhou, a city that often suffers from heavy rainstorms. The results show that the areas located near downtown Zhengzhou were more vulnerable to rainstorm and flooding than others, and most of the city could be at moderate and high vulnerability. Finally, the waterlogging spots extracted from various sources were used to evaluate the performance of the proposed model. The results show that most of waterlogging spots were located in very-high and high risk zones, while less waterlogging spots were found in districts with low vulnerability, which demonstrates the discriminative power of the established model based on big data sources. This study overcomes limited data in flood disaster vulnerability assessment methods and provides a basis for flood control and management in cities.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Quantitative assessment of urban flood disaster vulnerability based on text data: case study in Zhengzhou
    Wu, Zening
    Shen, Yanxia
    Wang, Huiliang
    Wu, Meimei
    [J]. WATER SUPPLY, 2020, 20 (02) : 408 - 415
  • [2] Institutional vulnerability to urban flood risk management: A case study of the 7<middle dot>20 flooding disaster in Zhengzhou, China
    Shi, Chunyu
    Xie, Chengyuan
    [J]. JOURNAL OF CONTINGENCIES AND CRISIS MANAGEMENT, 2024, 32 (02)
  • [3] The Role of Geological Methods in the Prevention and Control of Urban Flood Disaster Risk: A Case Study of Zhengzhou
    Wang, Shuaiwei
    Sun, Weichao
    Wang, Xiuyan
    Sun, Lin
    Liu, Songbo
    [J]. APPLIED SCIENCES-BASEL, 2024, 14 (05):
  • [4] Urban flood forecasting based on the coupling of numerical weather model and stormwater model: A case study of Zhengzhou city
    Wang, Huiliang
    Hu, Yuxin
    Guo, Yuan
    Wu, Zening
    Yan, Denghua
    [J]. JOURNAL OF HYDROLOGY-REGIONAL STUDIES, 2022, 39
  • [5] Extraction of Urban Built-Up Areas Based on Data Fusion: A Case Study of Zhengzhou, China
    Chen, Yaping
    Zhang, Jun
    [J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2022, 11 (10)
  • [6] A Method for Assessing Flood Vulnerability Based on Vulnerability Curves and Online Data of Residential Buildings-A Case Study of Shanghai
    Li, Zhuoxun
    Wang, Liangxu
    Shen, Ju
    Ma, Qiang
    Du, Shiqiang
    [J]. WATER, 2022, 14 (18)
  • [7] A Multicriteria Approach with GIS for Assessing Vulnerability to Flood Risk in Urban Area (Case of Casablanca City, Morocco)
    Mallouk, Abedlouahed
    Lechgar, Hatim
    Malaainine, Mohamed Elimame
    Rhinane, Hassan
    [J]. PROCEEDINGS OF THE MEDITERRANEAN CONFERENCE ON INFORMATION & COMMUNICATION TECHNOLOGIES 2015, VOL 1, 2016, 380 : 257 - 266
  • [8] Evaluation of Comprehensive Emergency Capacity to Urban Flood Disaster: An Example from Zhengzhou City in Henan Province, China
    Li, Xianghai
    Li, Mengjie
    Cui, Kaikai
    Lu, Tao
    Xie, Yanli
    Liu, Delin
    [J]. SUSTAINABILITY, 2022, 14 (21)
  • [9] Urban flood vulnerability assessments: the case of Dire Dawa city, Ethiopia
    Sitotaw Haile Erena
    Hailu Worku
    [J]. Natural Hazards, 2019, 97 : 495 - 516
  • [10] Urban flood vulnerability assessments: the case of Dire Dawa city, Ethiopia
    Erena, Sitotaw Haile
    Worku, Hailu
    [J]. NATURAL HAZARDS, 2019, 97 (02) : 495 - 516