Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks

Chin Teng Lin, Sheng Fu Liang, Wen Hung Chao, Li Wei Ko, Chih Feng Chao, Yu Chieh Chen, Teng Yi Huang

研究成果: Conference contribution

7 引文 斯高帕斯(Scopus)

摘要

Driving safely has received increasing attention of the publics due to the growing number of traffic accidents that the driver's driving style is highly correlated to many accidents. The purpose of this study is to investigate the relationship between driver's driving style and driver's ERP response. In our research, a virtual reality (VR) driving environment is developed to provide stimuli to subjects. Independent component analysis (ICA) is used to decompose the electroencephalogram (EEG) data. The power spectrum analysis of ICA components and correlation analysis are employed to investigate the EEG activities related to driving style. Experimental results demonstrate that we may classify the drivers into aggressive or gentle styles based on the observed ERP difference corresponding to the proposed unexpected obstacle dodging tasks.

原文English
主出版物標題2006 IEEE International Conference on Systems, Man and Cybernetics
發行者Institute of Electrical and Electronics Engineers Inc.
頁面4916-4919
頁數4
ISBN(列印)1424401003, 9781424401000
DOIs
出版狀態Published - 2006 一月 1
事件2006 IEEE International Conference on Systems, Man and Cybernetics - Taipei, Taiwan
持續時間: 2006 十月 82006 十月 11

出版系列

名字Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
6
ISSN(列印)1062-922X

Other

Other2006 IEEE International Conference on Systems, Man and Cybernetics
國家Taiwan
城市Taipei
期間06-10-0806-10-11

All Science Journal Classification (ASJC) codes

  • Engineering(all)

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  • 引用此

    Lin, C. T., Liang, S. F., Chao, W. H., Ko, L. W., Chao, C. F., Chen, Y. C., & Huang, T. Y. (2006). Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks. 於 2006 IEEE International Conference on Systems, Man and Cybernetics (頁 4916-4919). [4274693] (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; 卷 6). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICSMC.2006.385084