A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis

doi:10.1109/JAS.2020.1003450

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	A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis
	Ce Zhang; Azim Eskandarian
刊名	IEEE/CAA Journal of Automatica Sinica
	2021
卷号	8 期号:7 页码:1222-1242
关键词	Advanced driver assistance systems (ADAS) data analysis electroencephalography (EEG) intelligent vehicles machine learning algorithms neural network
ISSN号	2329-9266
DOI	10.1109/JAS.2020.1003450
英文摘要	The driver’s cognitive and physiological states affect his/her ability to control the vehicle. Thus, these driver states are essential to the safety of automobiles. The design of advanced driver assistance systems (ADAS) or autonomous vehicles will depend on their ability to interact effectively with the driver. A deeper understanding of the driver state is, therefore, paramount. Electroencephalography (EEG) is proven to be one of the most effective methods for driver state monitoring and human error detection. This paper discusses EEG-based driver state detection systems and their corresponding analysis algorithms over the last three decades. First, the commonly used EEG system setup for driver state studies is introduced. Then, the EEG signal preprocessing, feature extraction, and classification algorithms for driver state detection are reviewed. Finally, EEG-based driver state monitoring research is reviewed in-depth, and its future development is discussed. It is concluded that the current EEG-based driver state monitoring algorithms are promising for safety applications. However, many improvements are still required in EEG artifact reduction, real-time processing, and between-subject classification accuracy.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/44578]
专题	自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Ce Zhang,Azim Eskandarian. A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(7):1222-1242.
APA	Ce Zhang,&Azim Eskandarian.(2021).A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis.IEEE/CAA Journal of Automatica Sinica,8(7),1222-1242.
MLA	Ce Zhang,et al."A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis".IEEE/CAA Journal of Automatica Sinica 8.7(2021):1222-1242.