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Uncertainty Analysis of Accident Notification Time and Emergency Medical Service Response Time in Work Zone Traffic Accidents

机译:工作区交通事故中事故通知时间和紧急医疗服务响应时间的不确定性分析

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摘要

Objective: Taking into account the uncertainty caused by exogenous factors, the accident notification time (ANT) and emergency medical service (EMS) response time were modeled as 2 random variables following the lognormal distribution. Method: Their mean values and standard deviations were respectively formulated as the functions of environmental variables including crash time, road type, weekend, holiday, light condition, weather, and work zone type. Work zone traffic accident data from the Fatality Analysis Report System between 2002 and 2009 were utilized to determine the distributions of the ANT and the EMS arrival time in the United States. A mixed logistic regression model, taking into account the uncertainty associated with the ANT and the EMS response time, was developed to estimate the risk of death. Results: The results showed that the uncertainty of the ANT was primarily influenced by crash time and road type, whereas the uncertainty of EMS response time is greatly affected by road type, weather, and light conditions. In addition, work zone accidents occurring during a holiday and in poor light conditions were found to be statistically associated with a longer mean ANT and longer EMS response time. The results also show that shortening the ANT was a more effective approach in reducing the risk of death than the EMS response time in work zones. Conclusions: To shorten the ANT and the EMS response time, work zone activities are suggested to be undertaken during non-holidays, during the daytime, and in good weather and light conditions.
机译:目的:考虑到外在因素引起的不确定性,将事故通知时间(ANT)和紧急医疗服务(EMS)响应时间建模为遵循对数正态分布的2个随机变量。方法:将其平均值和标准偏差分别表示为环境变量的函数,包括碰撞时间,道路类型,周末,假日,光照条件,天气和工作区域类型。利用致命性分析报告系统2002年至2009年之间的工作区交通事故数据来确定ANT的分布和EMS到达美国的时间。考虑到与ANT和EMS响应时间相关的不确定性,开发了一个混合逻辑回归模型来估计死亡风险。结果:结果表明,ANT的不确定性主要受碰撞时间和道路类型的影响,而EMS响应时间的不确定性受道路类型,天气和光照条件的影响很大。此外,发现在假日期间和在光线较暗的情况下发生的工作区事故在统计上与更长的平均ANT和更长的EMS响应时间有关。结果还表明,与工作区域中的EMS响应时间相比,缩短ANT是降低死亡风险的更有效方法。结论:为了缩短ANT和EMS的响应时间,建议在非节假日,白天以及在良好的天气和光照条件下进行工作区活动。

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