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An integrated text mining, literature review, and meta-analysis approach to investigate pedestrian violation behaviours

期刊

ACCIDENT ANALYSIS AND PREVENTION
卷 173, 期 -, 页码 -

出版社

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.aap.2022.106712

关键词

Pedestrian violations; Pedestrian safety; Literature review; Text Mining; Meta-analysis

资金

  1. Road Safety Research Partnership Program - Ministry of Transportation of Ontario

向作者/读者索取更多资源

The goal of this study is to provide an overview of previous research on pedestrian violation behavior. The study found that pedestrian violations contribute to both the frequency and severity of pedestrian-vehicle collisions. Factors such as waiting time at the curbside, traffic volume, walking speed, pedestrian distraction, the presence of bus stops and schools, and the presence of on-street parking increase the likelihood of pedestrian violations. The study also reviewed various strategies to mitigate violations and reduce the safety consequences, including engineering-based countermeasures, enforcement, advanced in-vehicle technologies, infrastructure connectivity features, educational programs, and public campaigns.
The goal of this study is to provide an overview of previous research that investigated pedestrian violation behaviour, with a focus on identifying the contributing factors of such behaviour, its impact on pedestrian safety, the mitigation strategies, the limitations of current studies, and the future research directions. To that end, the Latent Dirichlet Allocation (LDA) text mining method was applied to extract a comprehensive list of studies that were conducted during the past 21 years related to pedestrian violation behaviours. Using the extracted studies, a multi-sectional literature review was developed to provide a comprehensive understanding of the different aspects related to pedestrian violations. Afterward, a meta-analysis was undertaken, using the studies that reported quantitative results, in order to obtain the average impact of the different contributing factors on the frequency of pedestrian violations. The study found that pedestrian violations are one of the hazardous behaviours that contribute to both the frequency and severity of pedestrian-vehicle collisions. According to the literature, the waiting time at the curbside, traffic volume, walking speed, pedestrian distraction, the presence of bus stops and schools, and the presence of on-street parking are among the key factors that increase the likelihood of pedestrian violations. The study has also reviewed a wide range of strategies that can be used to mitigate violations and reduce the safety consequences of such behaviour, including simple engineering-based countermeasures, enforcement, solutions that rely on advanced in-vehicle technologies, and infrastructure connectivity features, educational programs, and public campaigns.

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