Abstract
AbstractDriver distraction has been deemed a major cause of traffic accidents. However, drivers’ brain response activities to different distraction types have not been well investigated. The purpose of this study is to investigate the response of electroencephalography (EEG) activities to different distraction tasks. In the conducted simulation tests, three secondary tasks (i.e., a clock task, a 2-back task, and a navigation task) are designed to induce different types of driver distractions. Twenty-four participants are recruited for the designed tests, and differences in drivers’ brain response activities concerning distraction types are investigated. The results show that the differences in comprehensive distraction are more significant than that in single cognitive distraction. Friedman test and post hoc two-tailed Nemenyi test are conducted to further identify the differences in band activities among brain regions. The results show that the theta energy in the frontal lobe is significantly higher than that in other brain regions in distracted driving, whereas the alpha energy in the temporal lobe significantly decreases compared to other brain regions. These results provide theoretical references for the development of distraction detection systems based on EEG signals.
Funder
National Natural Science Foundation of China
Shenzhen Fundamental Research Fund
Publisher
Springer Science and Business Media LLC
Reference54 articles.
1. Bengler, K., Drüke, J., Hoffmann, S., et al.: UR: BAN Human Factors in Traffic. Springer, Wiesbaden (2018)
2. Olaverri-Monreal, C., Gonçalves, J., Bengler, K.: Studying the driving performance of drivers with children aboard by means of a framework for flexible experiment configuration. In: 2014 IEEE Intelligent Vehicles Symposium Proceedings, Dearborn, MI, 7–12 (2014)
3. Distracted Driving 2019. National Highway Traffic Safety Administration. https://crashstats.nhtsa.dot.gov/#!/PublicationList/41 (2021)
4. Overview of the National Highway Traffic Safety Administration’s Driver Distraction Program. National Highway Traffic Safety Administration. Technical Report Number: DOT HS 811 299, Washington DC, USA https://one.nhtsa.gov/Research/Human-Factors/Distraction (2010)
5. Wickens, C.D.: Multiple resources and mental workload. Hum. Factors. 50, 449–455 (2008)
Cited by
11 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献