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分心驾驶员在黄灯初始时的决策和行动。

Decisions and actions of distracted drivers at the onset of yellow lights.

机构信息

Centre for Accident Research & Road Safety (CARRS-Q), and Civil Engineering and Built Environment, Science and Engineering Faculty, Queensland University of Technology, Australia; Department of Industrial and Systems Engineering, University of Washington, United States; Civil Engineering and Built Environment, Science and Engineering Faculty, and Centre for Accident Research & Road Safety (CARRS-Q), Queensland University of Technology, Australia; Department of Industrial & Systems Engineering, Department of Civil & Environmental Engineering, University of Washington, United States.

出版信息

Accid Anal Prev. 2016 Nov;96:290-299. doi: 10.1016/j.aap.2015.03.042. Epub 2015 Apr 16.

Abstract

Driving on an approach to a signalized intersection while distracted is relatively risky, as potential vehicular conflicts and resulting angle collisions tend to be relatively more severe compared to other locations. Given the prevalence and importance of this particular scenario, the objective of this study was to examine the decisions and actions of distracted drivers during the onset of yellow lights. Driving simulator data were obtained from a sample of 69 drivers under baseline and handheld cell phone conditions at the University of Iowa - National Advanced Driving Simulator. Explanatory variables included age, gender, cell phone use, distance to stop-line, and speed. Although there is extensive research on drivers' responses to yellow traffic signals, the examinations have been conducted from a traditional regression-based approach, which do not necessary provide the underlying relations and patterns among the sampled data. In this paper, we exploit the benefits of both classical statistical inference and data mining techniques to identify the a priori relationships among main effects, non-linearities, and interaction effects. Results suggest that the probability of yellow light running increases with the increase in driving speed at the onset of yellow. Both young (18-25 years) and middle-aged (30-45 years) drivers reveal reduced propensity for yellow light running whilst distracted across the entire speed range, exhibiting possible risk compensation during this critical driving situation. The propensity for yellow light running for both distracted male and female older (50-60 years) drivers is significantly higher. Driver experience captured by age interacts with distraction, resulting in their combined effect having slower physiological response and being distracted particularly risky.

摘要

在接近有信号的交叉路口时开车分神是相对危险的,因为潜在的车辆冲突和由此产生的角度碰撞往往比其他位置更严重。鉴于这种特殊情况的普遍性和重要性,本研究的目的是研究分心驾驶员在黄灯开始时的决策和行动。爱荷华大学国家高级驾驶模拟器的 69 名驾驶员在基线和手持手机条件下获得了驾驶模拟器数据。解释变量包括年龄、性别、手机使用、距停车线的距离和速度。尽管有大量关于驾驶员对黄色交通信号反应的研究,但这些研究都是从传统的基于回归的方法进行的,而这种方法不一定能提供采样数据之间的潜在关系和模式。在本文中,我们利用经典统计推断和数据挖掘技术的优势来识别主要效应、非线性和交互效应之间的先验关系。结果表明,在黄灯开始时,随着驾驶速度的增加,黄灯闯红灯的概率增加。在整个速度范围内,年轻(18-25 岁)和中年(30-45 岁)驾驶员在分心时都表现出降低的黄灯闯红灯倾向,这表明在这种关键驾驶情况下可能存在风险补偿。分心的男性和女性老年(50-60 岁)驾驶员的黄灯闯红灯倾向明显更高。年龄所捕获的驾驶员经验与分心相互作用,导致它们的综合效应反应较慢,并且分心特别危险。

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