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

doi:10.1109/ICSMC.2006.385084

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

醫學資訊研究所

研究成果: Conference contribution

11 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	https://doi.org/10.1109/ICSMC.2006.385084
出版狀態	Published - 2006 1月 1
事件	2006 IEEE International Conference on Systems, Man and Cybernetics - Taipei, Taiwan 持續時間: 2006 10月 8 → 2006 10月 11

出版系列

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

Other

Other	2006 IEEE International Conference on Systems, Man and Cybernetics
國家/地區	Taiwan
城市	Taipei
期間	06-10-08 → 06-10-11

All Science Journal Classification (ASJC) codes

工程 (全部)

UN SDG

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10.1109/ICSMC.2006.385084

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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

Lin, Chin Teng ; Liang, Sheng Fu ; Chao, Wen Hung 等. / Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks. 2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc., 2006. 頁 4916-4919 (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics).

@inproceedings{279ed21ff74846e381ccdeef30fb8ee8,

title = "Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks",

abstract = "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.",

author = "Lin, {Chin Teng} and Liang, {Sheng Fu} and Chao, {Wen Hung} and Ko, {Li Wei} and Chao, {Chih Feng} and Chen, {Yu Chieh} and Huang, {Teng Yi}",

year = "2006",

month = jan,

day = "1",

doi = "10.1109/ICSMC.2006.385084",

language = "English",

isbn = "1424401003",

series = "Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "4916--4919",

booktitle = "2006 IEEE International Conference on Systems, Man and Cybernetics",

address = "United States",

note = "2006 IEEE International Conference on Systems, Man and Cybernetics ; Conference date: 08-10-2006 Through 11-10-2006",

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Lin, CT, Liang, SF, Chao, WH, Ko, LW, Chao, CF, Chen, YC & Huang, TY 2006, Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks. 於 2006 IEEE International Conference on Systems, Man and Cybernetics., 4274693, Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, 卷 6, Institute of Electrical and Electronics Engineers Inc., 頁 4916-4919, 2006 IEEE International Conference on Systems, Man and Cybernetics, Taipei, Taiwan, 06-10-08. https://doi.org/10.1109/ICSMC.2006.385084

Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks. / Lin, Chin Teng; Liang, Sheng Fu; Chao, Wen Hung 等.
2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc., 2006. p. 4916-4919 4274693 (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; 卷 6).

研究成果: Conference contribution

TY - GEN

T1 - Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks

AU - Lin, Chin Teng

AU - Liang, Sheng Fu

AU - Chao, Wen Hung

AU - Ko, Li Wei

AU - Chao, Chih Feng

AU - Chen, Yu Chieh

AU - Huang, Teng Yi

PY - 2006/1/1

Y1 - 2006/1/1

N2 - 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.

AB - 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.

UR - http://www.scopus.com/inward/record.url?scp=34548125451&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=34548125451&partnerID=8YFLogxK

U2 - 10.1109/ICSMC.2006.385084

DO - 10.1109/ICSMC.2006.385084

M3 - Conference contribution

SN - 1424401003

SN - 9781424401000

T3 - Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

SP - 4916

EP - 4919

BT - 2006 IEEE International Conference on Systems, Man and Cybernetics

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2006 IEEE International Conference on Systems, Man and Cybernetics

Y2 - 8 October 2006 through 11 October 2006

ER -

Lin CT, Liang SF, Chao WH, Ko LW, Chao CF, Chen YC 等. Driving style classification by analyzing eeg responses to unexpected obstacle dodging tasks. 於 2006 IEEE International Conference on Systems, Man and Cybernetics. Institute of Electrical and Electronics Engineers Inc. 2006. p. 4916-4919. 4274693. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics). doi: 10.1109/ICSMC.2006.385084

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

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