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识别需要提高危险感知能力的新手驾驶员,以提高在 3 级自动驾驶接管性能。

Identifying novice drivers in need of hazard perception ability improvement for takeover performance in Level 3 automated driving.

机构信息

The Key Laboratory of Road and Traffic Engineering, Ministry of Education, China; College of Transportation, Tongji University, Shanghai 201804, China.

The Key Laboratory of Road and Traffic Engineering, Ministry of Education, China; College of Transportation, Tongji University, Shanghai 201804, China.

出版信息

Accid Anal Prev. 2024 Dec;208:107803. doi: 10.1016/j.aap.2024.107803. Epub 2024 Oct 14.

Abstract

Takeover performance is a crucial constraint on deploying Level 3 automated driving. Not all drivers can adopt appropriate strategies to take over vehicle control during safety-critical situations. The hazard perception abilities of novice drivers may cause individual differences in urgent takeover performance. This research examines the urgent takeover performances of novice drivers with different hazard perception abilities for takeover safety improvement. Forty novice drivers took over in urgent cut-in situations at a driving simulator. The hazard perception tests evaluated their hazard perception abilities. This study formulated moderating effect models based on experimental data. Results indicated that hazard perception ability indirectly affected the significance of the correlation between takeover reaction and steering behaviors. Drivers with improved hazard perception abilities are less likely to turn sharply on the steering wheel. In this study, 39.8% of the participants need to improve their hazard perception abilities. Their z-scores were longer than 0.002 in hazard perception tests. Findings can identify the individuals who need hazard perception training to enhance their takeover performance effectively.

摘要

接管性能是部署三级自动驾驶的关键约束。并非所有驾驶员都能在安全关键情况下采取适当的接管车辆控制策略。新手驾驶员的危险感知能力可能导致紧急接管性能的个体差异。本研究考察了具有不同危险感知能力的新手驾驶员在提高接管安全性方面的紧急接管性能。四十名新手驾驶员在驾驶模拟器中紧急切入情况下进行了接管。危险感知测试评估了他们的危险感知能力。本研究根据实验数据制定了调节效应模型。结果表明,危险感知能力间接影响接管反应与转向行为之间相关性的显著性。危险感知能力提高的驾驶员不太可能在方向盘上急转弯。在本研究中,39.8%的参与者需要提高他们的危险感知能力。他们在危险感知测试中的 z 分数大于 0.002。研究结果可以识别出需要进行危险感知培训以有效提高接管性能的个体。

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