Empirical approach for identifying potential rear-end collisions using trajectory data

IF 2.4 3区 工程技术 Q3 TRANSPORTATION Journal of Transportation Safety & Security Pub Date : 2021-05-26 DOI:10.1080/19439962.2021.1919261
Narayana Raju, S. Arkatkar, S. Easa, G. Joshi
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引用次数: 2

Abstract

Abstract This paper proposes a novel approach for examining rear-end collisions between successive vehicles in a traffic stream. In this approach, a new safety measure of the follower driver's attentiveness is proposed, referred to herein as instantaneous heeding time (IHT), reflecting the subject follower's heeding nature concerning its leader. A safety framework that integrates the IHT with the distance gap and the instantaneous follower's speed is presented. The applicability of the framework is demonstrated using an Indian-traffic trajectory database (developed in this study) and the homogeneous traffic database of the next generation simulation (NGSIM) project developed in the United States (U.S.). Five study sections in India and two study sections in the U.S. are analyzed for three traffic-flow levels. For Indian traffic, the results show that motorized two-wheelers (MTW) have degraded road safety due to the unrestrained lateral crisscross movements. Due to the presence of MTW, the Indian-traffic stream operates in a disorderly fashion, thereby increasing the probability of rear-end collisions with other vehicle classes. Further, the importance of implementing cautioning measures for drivers that reduce the probability of collisions is demonstrated. Besides, the NGSIM application results confirmed the proposed framework's applicability to both Indian and homogeneous traffic conditions. In practice, the proposed framework can be used in real-time to monitor the driver's aggressive instincts.
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利用轨迹数据识别潜在追尾碰撞的经验方法
摘要提出了一种检测车流中连续车辆追尾碰撞的新方法。在该方法中,提出了一种新的追随者驾驶员注意力安全度量,即瞬时注意时间(瞬时注意时间),它反映了主体追随者对其领导者的注意性质。提出了一种将IHT与距离间隙和瞬时跟随速度相结合的安全框架。使用印度交通轨迹数据库(在本研究中开发)和美国开发的下一代模拟(NGSIM)项目的同质交通数据库来证明该框架的适用性。在印度的五个研究区和在美国的两个研究区对三种交通流量水平进行了分析。对于印度交通,结果表明机动两轮车(MTW)由于不受约束的横向交叉运动而降低了道路安全性。由于MTW的存在,印度的交通流以一种无序的方式运行,从而增加了与其他车辆类别追尾碰撞的可能性。此外,实施警告措施的重要性,驾驶员减少碰撞的可能性被证明。此外,NGSIM应用结果证实了该框架对印度和同质交通条件的适用性。在实践中,所提出的框架可用于实时监控驾驶员的攻击本能。
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CiteScore
6.00
自引率
15.40%
发文量
38
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