A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis
文献类型：期刊论文
| 作者 | Ce Zhang; Azim Eskandarian |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 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. |
| 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. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。