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Survival analysis of the unsafe behaviors leading to urban expressway crashes
A common cause of vehicle crashes on urban expressways lies in the unsafe behaviors of drivers. This study focused on analyzing the influence of various unsafe behaviors on crash duration. Based on actual video image of vehicle crashes, 14 unsafe behaviors were identified for the analysis of crashes...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9417457/ https://www.ncbi.nlm.nih.gov/pubmed/36027557 http://dx.doi.org/10.1371/journal.pone.0267559 |
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author | Huajing, Ning Yu, Yunyan Bai, Lu |
author_facet | Huajing, Ning Yu, Yunyan Bai, Lu |
author_sort | Huajing, Ning |
collection | PubMed |
description | A common cause of vehicle crashes on urban expressways lies in the unsafe behaviors of drivers. This study focused on analyzing the influence of various unsafe behaviors on crash duration. Based on actual video image of vehicle crashes, 14 unsafe behaviors were identified for the analysis of crashes on urban expressways. Using the correspondence analysis method, the correlation among unsafe behaviors and collision types was obtained. Nonparametric survival analysis was then presented to obtain the survival rate curves of sideswipe crashes and rear-end crashes. Finally, parametric survival analysis method can get the influence of unsafe behaviors on crash duration. The survival rate of any time was quantified through the reasoning of key unsafe behaviors for different types of crashes. The results show that there were striking differences in the duration among different types of crashes. The unsafe behaviors had a significant impact on duration for different types of crashes. This study focused on the duration under the influence of unsafe behaviors before the crash, and the results provide valuable information to prevent crashes, which can improve traffic safety. |
format | Online Article Text |
id | pubmed-9417457 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-94174572022-08-27 Survival analysis of the unsafe behaviors leading to urban expressway crashes Huajing, Ning Yu, Yunyan Bai, Lu PLoS One Research Article A common cause of vehicle crashes on urban expressways lies in the unsafe behaviors of drivers. This study focused on analyzing the influence of various unsafe behaviors on crash duration. Based on actual video image of vehicle crashes, 14 unsafe behaviors were identified for the analysis of crashes on urban expressways. Using the correspondence analysis method, the correlation among unsafe behaviors and collision types was obtained. Nonparametric survival analysis was then presented to obtain the survival rate curves of sideswipe crashes and rear-end crashes. Finally, parametric survival analysis method can get the influence of unsafe behaviors on crash duration. The survival rate of any time was quantified through the reasoning of key unsafe behaviors for different types of crashes. The results show that there were striking differences in the duration among different types of crashes. The unsafe behaviors had a significant impact on duration for different types of crashes. This study focused on the duration under the influence of unsafe behaviors before the crash, and the results provide valuable information to prevent crashes, which can improve traffic safety. Public Library of Science 2022-08-26 /pmc/articles/PMC9417457/ /pubmed/36027557 http://dx.doi.org/10.1371/journal.pone.0267559 Text en © 2022 Huajing et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Huajing, Ning Yu, Yunyan Bai, Lu Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title | Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title_full | Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title_fullStr | Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title_full_unstemmed | Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title_short | Survival analysis of the unsafe behaviors leading to urban expressway crashes |
title_sort | survival analysis of the unsafe behaviors leading to urban expressway crashes |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9417457/ https://www.ncbi.nlm.nih.gov/pubmed/36027557 http://dx.doi.org/10.1371/journal.pone.0267559 |
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