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评估自动驾驶汽车中主动预警系统对驾驶员的反应。

Evaluate driver response to active warning system in level-2 automated vehicles.

机构信息

Virginia Tech Transportation Institute, 3500 Transportation Research Plaza (0536), Blacksburg, 24061, VA, USA; Department of Statistics, Virginia Tech Virginia Tech Transportation Institute, 406-A Hutcheson Hall (MC 0439), Blacksburg, 24061, VA, USA.

Center for Public Policy, Partnerships, & Outreach Virginia Tech Transportation Institute, 3500 Transportation Research Plaza (0536), Blacksburg, 24061, VA, USA.

出版信息

Accid Anal Prev. 2019 Jul;128:132-138. doi: 10.1016/j.aap.2019.03.010. Epub 2019 Apr 18.

Abstract

As vehicles with automated functions become more prevalent on U.S. roadways, maintaining driver attention while the vehicle is engaged in automation will be an important consideration for safe operation of these vehicles. The objective of this paper is to evaluate how drivers respond and adapt to active safety warning signals in a Level 2 automatic vehicle. Specifically, statistical analysis was conducted to evaluate whether the amount of inattention prompts that drivers received changed over time, possibly indicating a change in the amount of inattention that drivers exhibited. The driving performance data was collected from sixteen participants who drove a Level 2 vehicle in an experimental setting, as part of the study Human Factors Evaluation of Level 2 and Level 3 Driving Concepts. A proprietary driver inattention warning system was installed on the experiment vehicles. The system would send a warning signal if the driver's attention was not on the primary driving task for a pre-specified duration. This study focuses on driver's response when experiencing prompts after two seconds of inattention while operating a Level 2 vehicle in automated mode. The results show that on average, the frequency of prompts the participants received decreased over the course of the experiment from 29.9 in the first ten minutes to 18.1/10 min after 110 min. The decrease levelled off after about two hours. The fact that participants received fewer prompts over time suggests that they had fewer instances of inattention lasting at least two seconds as the experiment progressed. This suggests that drivers would adapt to the alert and adjust their behavior to avoid triggering the inattention alert. The results of this study provide evidence for a potential benefit of incorporating a prompting system in vehicles with automated functions.

摘要

随着具有自动化功能的车辆在美国道路上越来越普及,在车辆进行自动化操作时保持驾驶员的注意力将成为这些车辆安全运行的一个重要考虑因素。本文的目的是评估驾驶员在处于二级自动驾驶状态的车辆中对主动安全警告信号的反应和适应情况。具体来说,进行了统计分析,以评估驾驶员收到的不注意提示数量是否随时间变化,这可能表明驾驶员表现出的不注意程度发生了变化。驾驶性能数据是从 16 名参与者那里收集的,他们在实验环境中驾驶二级车辆,作为二级和三级驾驶概念的人类因素评估研究的一部分。实验车辆上安装了专有的驾驶员不注意警告系统。如果驾驶员的注意力在预先指定的时间内没有集中在主要驾驶任务上,系统会发出警告信号。本研究关注的是驾驶员在二级车辆自动驾驶模式下不注意驾驶 2 秒后体验提示时的反应。结果表明,平均而言,参与者在实验过程中收到的提示频率从最初 10 分钟内的 29.9 次逐渐减少,在 110 分钟后减少到 18.1/10 分钟。大约两小时后,减少速度趋于平稳。随着时间的推移,参与者收到的提示越来越少,这表明随着实验的进行,他们持续至少两秒钟的不注意情况越来越少。这表明驾驶员会适应警报并调整行为以避免触发不注意警报。本研究的结果为在具有自动化功能的车辆中纳入提示系统提供了潜在的好处的证据。

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