Study of Driver's Perception in Driving Tasks Based on Naturalistic Driving Experiments and fNIRS Measurement

IF 6.6 1区 计算机科学 Q1 Multidisciplinary
Bilu Li;Xin Pei;Dan Zhang;Xinmiao Zhang;Zhuoran Li;Duanrui Yu;Shifei Shen
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引用次数: 0

Abstract

Understanding how drivers perceive and respond to external stimuli in driving tasks is important for the development of advanced driving technologies and human-computer interaction. In this paper, we conducted a temporal response analysis between driving data and cortical activation data measured by functional near-infrared spectroscopy (fNIRS), based on a naturalistic driving experiment. Temporal response function analysis indicates that stimuli, which elicit significant responses of drivers include distance, acceleration, time headway, and the velocity of the preceding vehicle. For these stimuli, the time lags and response patterns were further discussed. The influencing factors on drivers' perception were also studied based on various driver characteristics. These conclusions can provide guidance for the construction of carfollowing models, the safety assessment of drivers and the improvement of advanced driving technologies.
基于自然驾驶实验和 fNIRS 测量的驾驶员驾驶任务感知研究
了解驾驶员在驾驶任务中如何感知和响应外部刺激对于先进驾驶技术和人机交互的发展至关重要。在自然驾驶实验的基础上,利用功能近红外光谱(fNIRS)对驾驶数据和皮层激活数据进行了时间响应分析。时间响应函数分析表明,距离、加速度、车头时距和前车速度等刺激因素能引起驾驶员的显著反应。对于这些刺激,进一步讨论了时间滞后和反应模式。根据驾驶员的不同特征,对驾驶员感知的影响因素进行了研究。这些结论可以为汽车跟随模型的构建、驾驶员安全评价和先进驾驶技术的改进提供指导。
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
Tsinghua Science and Technology
Tsinghua Science and Technology COMPUTER SCIENCE, INFORMATION SYSTEMSCOMPU-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
10.20
自引率
10.60%
发文量
2340
期刊介绍: Tsinghua Science and Technology (Tsinghua Sci Technol) started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, electronic engineering, and other IT fields. Contributions all over the world are welcome.
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