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Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China
Rainstorm disasters have had a serious impact on the sustainable development of society and the economy. However, due to the complexity of rainstorm disasters, it is difficult to measure the importance of each indicator. In this paper, the rainstorm disaster risk assessment framework was systematica...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9368372/ https://www.ncbi.nlm.nih.gov/pubmed/35954847 http://dx.doi.org/10.3390/ijerph19159497 |
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author | Deng, Menghua Li, Zhiqi Tao, Feifei |
author_facet | Deng, Menghua Li, Zhiqi Tao, Feifei |
author_sort | Deng, Menghua |
collection | PubMed |
description | Rainstorm disasters have had a serious impact on the sustainable development of society and the economy. However, due to the complexity of rainstorm disasters, it is difficult to measure the importance of each indicator. In this paper, the rainstorm disaster risk assessment framework was systematically proposed based on the disaster system theory and a system of corresponding indicators was established. Furthermore, the genetic algorithm optimized projection pursuit and XGBoost were coupled to assess the rainstorm disaster risk and to measure the relative importance of each indicator. Finally, the Yangtze River Delta was taken as the case study area. The results show that: the rainstorm disaster risk in the eastern and southeast is higher than those in the central and northwest of the Yangtze River Delta; the total precipitation from June to September and the top ten indicators contribute 9.34% and 74.20% to the rainstorm disaster risk assessment results, respectively. The results can provide references for decision makers and are helpful for the formulation of rainstorm adaptation strategies. |
format | Online Article Text |
id | pubmed-9368372 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93683722022-08-12 Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China Deng, Menghua Li, Zhiqi Tao, Feifei Int J Environ Res Public Health Article Rainstorm disasters have had a serious impact on the sustainable development of society and the economy. However, due to the complexity of rainstorm disasters, it is difficult to measure the importance of each indicator. In this paper, the rainstorm disaster risk assessment framework was systematically proposed based on the disaster system theory and a system of corresponding indicators was established. Furthermore, the genetic algorithm optimized projection pursuit and XGBoost were coupled to assess the rainstorm disaster risk and to measure the relative importance of each indicator. Finally, the Yangtze River Delta was taken as the case study area. The results show that: the rainstorm disaster risk in the eastern and southeast is higher than those in the central and northwest of the Yangtze River Delta; the total precipitation from June to September and the top ten indicators contribute 9.34% and 74.20% to the rainstorm disaster risk assessment results, respectively. The results can provide references for decision makers and are helpful for the formulation of rainstorm adaptation strategies. MDPI 2022-08-02 /pmc/articles/PMC9368372/ /pubmed/35954847 http://dx.doi.org/10.3390/ijerph19159497 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Deng, Menghua Li, Zhiqi Tao, Feifei Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title | Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title_full | Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title_fullStr | Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title_full_unstemmed | Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title_short | Rainstorm Disaster Risk Assessment and Influence Factors Analysis in the Yangtze River Delta, China |
title_sort | rainstorm disaster risk assessment and influence factors analysis in the yangtze river delta, china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9368372/ https://www.ncbi.nlm.nih.gov/pubmed/35954847 http://dx.doi.org/10.3390/ijerph19159497 |
work_keys_str_mv | AT dengmenghua rainstormdisasterriskassessmentandinfluencefactorsanalysisintheyangtzeriverdeltachina AT lizhiqi rainstormdisasterriskassessmentandinfluencefactorsanalysisintheyangtzeriverdeltachina AT taofeifei rainstormdisasterriskassessmentandinfluencefactorsanalysisintheyangtzeriverdeltachina |