分析行人死亡事故的死亡时间:共轭方法

IF 3.9 2区 工程技术 Q1 ERGONOMICS Journal of Safety Research Pub Date : 2024-11-16 DOI:10.1016/j.jsr.2024.11.007
Nafis Anwari , Tanmoy Bhowmik , Mohamed Abdel-Aty , Naveen Eluru , Juneyoung Park
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引用次数: 0

摘要

简介本研究旨在利用基于 copula 的联合建模框架,研究行人死亡事故的当场死亡可能性和死亡时间(滞后时间)。上层模型研究行人是否当场死亡,下层模型研究未当场死亡的行人的死亡时间。方法:联合模型在 2015-2019 年期间从死亡事故报告系统中获得的 33615 个观测数据集上运行。使用六种 copula 结构及其参数化版本研究了道路和交通特征对死亡时间的影响。研究结果发现高斯参数化 copula 的拟合效果最好。天气、驾驶员年龄组、醉酒/分心/瞌睡驾驶员、肇事逃逸、涉及大型卡车、自愿驾驶员年龄组、自愿驾驶员性别、有无人行道、有无交叉路口、灯光条件和超速是两个子模型的显著共同因素。仅对其中一个子模型有显著影响的因素包括二元 Logit 模型中的地区类型,以及有序 Logit 模型中的人行横道和附近消防站的存在。结论对于 16-24 岁的司机、醉酒司机、肇事逃逸情况下、涉及大型卡车时、老年行人、女性行人、黑暗条件下以及车辆超速行驶时,即刻死亡的可能性增加,而非即刻死亡的滞后时间减少。另一方面,在恶劣天气条件下、老年驾驶员、人行道上、十字路口和白天,当场死亡的可能性降低,非当场死亡的滞后时间增加。实际应用:研究结果可帮助交通决策者和从业人员实施改善道路安全的对策。这些措施包括在行人经常出入的区域设置人行道、各种类型的人行横道、交通疏导措施和充足的人工照明。需要实施酒精和药物测试。
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Analyzing the time to death of pedestrian fatalities: A copula approach
Introduction: The study aims to investigate the instant fatality likelihood and time to death (lag time) of pedestrian fatalities using a copula-based joint modeling framework. The upper level model investigates whether or not the pedestrian died instantly, while the lower level model investigates time to death for pedestrians who did not die instantly. Method: The joint model was run on a dataset of 33,615 observations obtained from the Fatality Accident Reporting System for the 2015–2019 period. The effect of roadway and traffic characteristics were investigated on time to death using six copula structures along with their parameterized versions. Results: Gaussian parameterized copula was found to have the best fit. Weather, Driver age groups, Drunk/ distracted/ drowsy drivers, Hit and Run, Involvement of Large Truck, VRU age group, VRU Gender, Presence of Sidewalk, Presence of Intersection, Light Condition, and Speeding were significant common factors for both sub-models. The factors found to be significant exclusively to one of the sub-models include: Area type for the Binary Logit model, and Presence of Crosswalk and Fire station nearby for the Ordered Logit model. Conclusions: Instant fatality likelihood increased and lag time for non-instant fatalities decreased for 16–24 year old drivers, drunk drivers, during hit and run situations, when large trucks were involved, for the elderly pedestrians, for female pedestrians, during dark conditions, and when vehicles were speeding. On the other hand, instant fatality likelihood decreased and lag time for non-instant fatalities increased in adverse weather conditions, for elderly drivers, on sidewalks, at intersections, and during daylight hours. Practical applications: Results can be useful to transportation policymakers and practitioners in implementing countermeasures to improve road safety. These include placing sidewalks, various types of crosswalks, traffic calming measures, and adequate artificial lighting in areas frequented by pedestrians. Alcohol and drug testing need to be enforced.
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来源期刊
CiteScore
6.40
自引率
4.90%
发文量
174
审稿时长
61 days
期刊介绍: Journal of Safety Research is an interdisciplinary publication that provides for the exchange of ideas and scientific evidence capturing studies through research in all areas of safety and health, including traffic, workplace, home, and community. This forum invites research using rigorous methodologies, encourages translational research, and engages the global scientific community through various partnerships (e.g., this outreach includes highlighting some of the latest findings from the U.S. Centers for Disease Control and Prevention).
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