中文核心期刊
CSCD来源期刊
中国科技核心期刊
RCCSE中国核心学术期刊

重庆交通大学学报(自然科学版) ›› 2025, Vol. 44 ›› Issue (5): 102-111.DOI: 10.3969/j.issn.1674-0696.2025.05.14

• 交通+大数据人工智能 • 上一篇    

考虑性别差异的老年行人事故严重程度时间不稳定性分析

潘义勇,王羿   

  1. (南京林业大学 汽车与交通工程学院,江苏 南京 210037)
  • 收稿日期:2024-07-01 修回日期:2024-09-27 发布日期:2025-05-23
  • 作者简介:潘义勇(1980—),男,安徽安庆人,副教授,博士,主要从事交通运输规划与管理方面的研究。E-mail:uoupanyg@njfu.edu.cn
  • 基金资助:
    国家自然科学基金项目(51508280)

Temporal Instability Analysis of Injury Severities for Older Pedestrians Considering Gender Differences

PAN Yiyong, WANG Yi   

  1. (College of Automobile and Traffic Engineering, Nanjing Forestry University, Nanjing 210037,Jiangsu, China)
  • Received:2024-07-01 Revised:2024-09-27 Published:2025-05-23

摘要: 为了探究老年行人事故严重程度的性别差异,基于均值异质性的随机参数Logit模型,分别对男、女性老年行人事故严重程度影响因素进行了异质性和时间不稳定性分析。将事故严重程度分为3类:仅财产损失事故、轻伤事故和重伤事故,从人、车、路、环境等4个方面选取26个影响因素,通过随机参数的均值变化来捕捉事故严重程度影响因素的异质性;利用对数似然比检验分析了影响因素的时间不稳定性和在性别上的可转移性;采用边际效应分析了各显著因素对事故伤害严重程度的影响。研究结果表明:男、女性老年行人事故的严重程度影响因素存在显著差异,这些影响因素存在显著的时间不稳定性和不可转移性;“驾驶员逃逸”仅在2016年的老年女性交通事故中显著,“事故发生在工作区”仅在2017年的老年男性交通事故中显著,“交通管制方式为指示牌”在2015—2017年的老年男性交通事故中均显著,“交叉口类型为十字路口”在2015、 2017年的老年女性交通事故中均显著,对“仅财产损失事故”的影响程度呈现相反效果。

关键词: 交通工程;事故严重程度;老年行人;时间不稳定性;均值异质性的随机参数Logit模型

Abstract: In order to explore the gender differences in injury severity involving elderly pedestrians, a random parameter Logit model with heterogeneity in means was used to analyze the heterogeneity and temporal instability of the influencing factors of injury severity of elderly pedestrians for males and females, respectively. The injury severity was classified into three categories, including property-damage-only injuries, minor injuries and serious injuries. 26 influencing factors were selected from four aspects such as people, vehicles, roads and the environment. The heterogeneity of influencing factors of accident severity was captured by the mean change of random parameters. The temporal instability of the influencing factors and transferability on gender were analyzed by using the logarithm likelihood ratio test, and the marginal effect was used to analyze the influence of each significant factor on accident injury severity. The research results show that: there are significant differences in the severity of accidents involving elderly pedestrians between males and females, and these factors exhibit significant temporal instability and non-transferability. Driver escape is only significant in elderly female traffic accidents in 2016, accidents occurring in the workplace are only significant in elderly male traffic accidents in 2017, the use of directional signs as a traffic control method is significant in elderly male traffic accidents from 2015 to 2017, and the use of crossroads as an intersection type is significant in elderly female traffic accidents from 2015 to 2017, but the effect on property-damage-only accidents show opposite effects.

Key words: traffic engineering; injury severity; elderly pedestrians; temporal instability; random parameters Logit model with heterogeneity in means

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