Evaluating resilience of urban lifelines against flooding in China using social media data
文献类型:期刊论文
作者 | Qian, Jiale1,2,3; Du, Yunyan1,2; Liang, Fuyuan1; Yi, Jiawei1,2; Wang, Nan1,2; Tu, Wenna1,2; Huang, Sheng1,2; Pei, Tao1,2; Ma, Ting1,2; Burghardt, Keith3 |
刊名 | INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION
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出版日期 | 2024-05-01 |
卷号 | 106页码:104453 |
关键词 | Early warning Flood Resilience Rumor spreading Social media Urban lifelines |
DOI | 10.1016/j.ijdrr.2024.104453 |
产权排序 | 1 |
文献子类 | Article |
英文摘要 | Urban lifelines are the backbone of fundamental services that require stability to enable all other aspects of society to function during natural hazards. However, few studies have focused on measuring lifeline performance and resilience to hazards, especially from the public perspective. In this study, taking flood as the research object, we developed an enhanced urban lifelines classification scheme that integrates the Federal Emergency Management Agency (FEMA)'s lifeline framework with the co-occurrence relationships of keywords derived from 430 million Weibo posts. Leveraging this framework, we formulated two key indicators: Public Concern Ratio and Public Emotion Ratio, to evaluate the resilience of urban lifelines during the 2017 and 2020 flood in China. The results demonstrate the robust resilience of urban lifelines against flooding, with notable improvements over time. The study also identifies certain vulnerable lifelines, notably in the ability of early warning and control of rumor spreading, which often lead to an increase in social media posts expressing negative emotions during flooding. These areas are pinpointed for necessary enhancements. Employing a data-driven methodology, the study provides a novel and insightful approach to assessing urban lifeline resilience against flooding. |
WOS研究方向 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
WOS记录号 | WOS:001287320100001 |
出版者 | ELSEVIER |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/206951] ![]() |
专题 | 资源与环境信息系统国家重点实验室_外文论文 |
通讯作者 | Du, Yunyan |
作者单位 | 1.Chinese Acad Sci, State Key Lab Resources & Environm Informat Syst, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Univ Southern Calif, Informat Sci Inst, Los Angeles, CA 90292 USA |
推荐引用方式 GB/T 7714 | Qian, Jiale,Du, Yunyan,Liang, Fuyuan,et al. Evaluating resilience of urban lifelines against flooding in China using social media data[J]. INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION,2024,106:104453. |
APA | Qian, Jiale.,Du, Yunyan.,Liang, Fuyuan.,Yi, Jiawei.,Wang, Nan.,...&Lerman, Kristina.(2024).Evaluating resilience of urban lifelines against flooding in China using social media data.INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION,106,104453. |
MLA | Qian, Jiale,et al."Evaluating resilience of urban lifelines against flooding in China using social media data".INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION 106(2024):104453. |
入库方式: OAI收割
来源:地理科学与资源研究所
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