A Formal Approach to Road Safety Assessment Using Traffic Conflict Techniques

IF 5.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
Oumaima Barhoumi;Mohamed H. Zaki;Sofiéné Tahar
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引用次数: 0

Abstract

Traffic conflict techniques enable a comprehensive assessment of traffic safety analysis. Formal methods allow the identification of factors that contribute to traffic safety issues and provide evidence of potential safety degradation. As such, formal methods provide a novel way to model traffic rules and verify road users' compliance. The paper proposes formalizing a traffic safety rule in differential dynamic logic and using KeYmaera theorem prover for verification. This rule considers time-to-collision (TTC), space headway (SHW), and shockwave speed (SWV). To validate the effectiveness of this rule in realistic traffic scenarios, we conducted a study using calibrated microsimulation data from the SR528 highway in Orlando, Florida. Our analysis examined the TTC, SHW, and SWV values for vehicle platoons on the highway and demonstrated how smaller TTC and SHW values indicate shockwaves and subsequent conflicts. Furthermore, we observed that shockwave speed could contribute to traffic conflicts by enabling evasive actions such as sudden braking or lane changes as the risk of collisions increases. By highlighting these findings, we aim to provide valuable insights into the real-world applicability of formal methods for traffic safety and their potential in promoting safer driving practices that can help create reliable autonomous vehicle control systems.
利用交通冲突技术进行道路安全评估的正式方法
交通冲突技术可对交通安全分析进行全面评估。通过正规方法,可以确定导致交通安全问题的因素,并提供潜在安全下降的证据。因此,形式化方法为交通规则建模和验证道路使用者的遵守情况提供了一种新方法。本文提出用微分动态逻辑形式化交通安全规则,并使用 KeYmaera 定理验证器进行验证。该规则考虑了碰撞时间(TTC)、空间距离(SHW)和冲击波速度(SWV)。为了验证该规则在现实交通场景中的有效性,我们使用佛罗里达州奥兰多市 SR528 高速公路的校准微观模拟数据进行了一项研究。我们的分析检查了高速公路上车辆排数的 TTC、SHW 和 SWV 值,并证明了较小的 TTC 和 SHW 值预示着冲击波和随后的冲突。此外,我们还观察到,随着碰撞风险的增加,冲击波速度可促成突然制动或变道等规避行为,从而加剧交通冲突。通过强调这些发现,我们旨在为正式方法在交通安全领域的实际应用及其在促进更安全驾驶实践方面的潜力提供有价值的见解,从而有助于创建可靠的自动驾驶汽车控制系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.60
自引率
0.00%
发文量
25
审稿时长
10 weeks
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