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Exploring Factors Influencing Injury Severity of Vehicle At-Fault Accidents: A Comparative Analysis of Passenger and Freight Vehicles

机译:影响车辆过失事故伤害严重程度的因素研究:乘用车和货车的比较分析

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摘要

The objective of this study is to find factors influencing the injury severity of vehicle at-fault accidents in Shenyang (China), and discuss the commonalities and differences between passenger and freight vehicle accidents. We analyzed 1647 traffic accidents from 2015 to 2017, in which motor vehicles were fully or mainly responsible, including 1164 traffic accidents caused by passenger vehicles and 483 traffic accidents caused by freight vehicles. Twenty influencing factors from the aspects of accident, driver, time, space and environmental attributes are analyzed to find their statistical connection with injury severity using the binary logistic regression model. For passenger vehicles, five influencing factors (side collision; illegal act while driving; hit-and-run; season and administrative division), showed statistically significant correlations with the injury severity. For freight vehicles, three influencing factors (illegal act while driving; season and administrative division), showed statistically significant correlations with the injury severity. Illegal act while driving is the only common influencing factor for the injury severity of both passenger and freight vehicle accidents. Side collision and hit-and-run are significant influencing factors for the injury severity of passenger vehicle accidents, but not for freight vehicle accidents. Season and administrative division present different results on influencing passenger and freight vehicle accidents. Based on these results, measures including driver education and road infrastructure improvement could be implemented to reduce the injury severity of accidents in passenger and freight vehicles.
机译:这项研究的目的是找出影响沉阳(中国)车辆过失事故伤害严重性的因素,并讨论乘用车和货运车辆事故之间的共性和差异。我们分析了2015年至2017年发生的1647起交通事故,其中全部或主要由机动车负责,其中1164起由乘用车引起的交通事故和483起由货车引起的交通事故。使用二进制逻辑回归模型分析了事故,驾驶员,时间,空间和环境属性等方面的二十个影响因素,以发现它们与伤害严重程度的统计联系。对于乘用车,五个影响因素(侧面碰撞;驾驶中的违法行为;命中和奔跑;季节和行政区划)与伤害严重程度在统计上具有显着相关性。对于货运车辆,三个影响因素(驾驶时的违法行为;季节和行政区划)显示出与伤害严重程度的统计显着相关性。驾驶中的违法行为是造成乘用车和货车事故伤害严重程度的唯一常见影响因素。侧面碰撞和撞车撞车是影响乘用车事故伤害严重性的重要因素,而对于货运车辆事故则不是。季节和行政区划在影响客运和货运车辆事故方面呈现出不同的结果。基于这些结果,可以实施包括驾驶员教育和道路基础设施改善在内的措施,以减少客运和货运车辆事故的伤害严重性。

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