气候变化领域集成服务门户(CCPortal): Urban flood vulnerability analysis and prediction based on the land use using Deep Neural Network

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DOI	10.1016/j.ijdrr.2023.104231
	Urban flood vulnerability analysis and prediction based on the land use using Deep Neural Network
	Park, Kiyong; Lee, Eui Hoon
发表日期	2024
ISSN	2212-4209
起始页码	101
卷号	101
英文摘要	Because of the uncertainties of climate change and the characteristics of flood damage, such as its large scale, occasionality, and complexity, there are limitations in preventing flood damage with structural measures alone. This study emphasizes non-structural land utilization measures to minimize urban flood damage and establish appropriate measures, and seeks to analyze and forecast urban flood vulnerability using a new hybrid fuzzy and DNN approach. Vulnerability to flood damage was divided into four classes. The analysis showed highest vulnerability in commercial areas, followed by residential areas, industrial areas, green areas, management areas, and agricultural and forest areas. The predictive analysis showed that the mean squared error was 1.95E05, thereby demonstrating both the reliability of the model and the possibility of forecasting future flood -prone areas. The results of this study permit the identification of areas with potentially high vulnerability to flooding and intuitive determination of their current status. It is also possible to measure relative vulnerability among regions and select highly vulnerable areas first to devise intensive preventive measures. This study is significant in developing ways to minimize and reduce flood damage by making a land utilization plan to ensure safety in urban planning.
英文关键词	Climate change; Urban flood; Vulnerability; Deep Neural Network; Fuzzy
语种	英语
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:001164447900001
来源期刊	INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/308805
作者单位	Chungbuk National University; Chungbuk National University
推荐引用方式 GB/T 7714	Park, Kiyong,Lee, Eui Hoon. Urban flood vulnerability analysis and prediction based on the land use using Deep Neural Network[J],2024,101.
APA	Park, Kiyong,&Lee, Eui Hoon.(2024).Urban flood vulnerability analysis and prediction based on the land use using Deep Neural Network.INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION,101.
MLA	Park, Kiyong,et al."Urban flood vulnerability analysis and prediction based on the land use using Deep Neural Network".INTERNATIONAL JOURNAL OF DISASTER RISK REDUCTION 101(2024).