arXiv:2508.09233physics.soc-phcs.RO2025-08被引 4

实测五款自动驾驶辅助变道功能,发现多数系统更保守,但有1款激进且影响后车安全。

Safety Perspective on Assisted Lane Changes: Insights from Open-Road, Live-Traffic Experiments

  • 在真实高速路测试中对比五款车辆的变道行为与安全距离。
  • 四款系统变道更慢更缓,一款仅5秒完成且迫使后车急刹。
  • 部分系统未达国际安全标准,可能引发交通震荡,适合交通工程研究者参考。

本研究考察了五款配备高级驾驶辅助系统(ADAS)车辆的辅助变道功能,实验在田纳西州纳什维尔附近的I-24高速公路进行,采集了真实道路条件下变道过程中的运动学数据与安全裕度。结果表明,各系统变道行为具有一致性,其中四款车辆采用比人类驾驶员更慢的速度与减速度。然而,一款系统始终表现出更激进的变道策略,平均用时约5秒。针对安全裕度,三款车辆被分析,其设计未遵循相关联合国法规要求。通过仿真方法评估目标车道车辆面临的挑战等级,发现这些系统会迫使后方车辆减速以维持安全距离。其中一项变道操作对后车构成高难度挑战,引发安全担忧。所有三款车辆均导致目标车道内车辆出现减速,可能破坏交通流,诱发交通波动。

原文摘要 · Abstract (English)

This study investigates the assisted lane change functionality of five different vehicles equipped with advanced driver assistance systems (ADAS). The goal is to examine novel, under-researched features of commercially available ADAS technologies. The experimental campaign, conducted in the I-24 highway near Nashville, TN, US, collected data on the kinematics and safety margins of assisted lane changes in real-world conditions. The results show that the kinematics of assisted lane changes are consistent for each system, with four out of five vehicles using slower speeds and decelerations than human drivers. However, one system consistently performed more assertive lane changes, completing the maneuver in around 5 seconds. Regarding safety margins, only three vehicles are investigated. Those operated in the US are not restricted by relevant UN regulations, and their designs were found not to adhere to these regulatory requirements. A simulation method used to classify the challenge level for the vehicle receiving the lane change, showing that these systems can force trailing vehicles to decelerate to keep a safe gap. One assisted system was found to have performed a maneuver that posed a hard challenge level for the other vehicle, raising concerns about the safety of these systems in real-world operation. All three vehicles were found to carry out lane changes that induced decelerations to the vehicle in the target lane. Those decelerations could affect traffic flow, inducing traffic shockwaves.

自动驾驶变道安全交通流实测研究

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