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Author:

He, Jian (He, Jian.) | Zhang, Yan (Zhang, Yan.) | Zhang, Cheng (Zhang, Cheng.) | Zhou, Mingwo (Zhou, Mingwo.) | Han, Yi (Han, Yi.)

Indexed by:

CPCI-S EI Scopus

Abstract:

According to the portable and real-time problems on the driving fatigue prevention based on EEG, a headband integrated with Thinkgear EEG chip, tri-axial accelerometer, gyroscope and Bluetooth is developed to collect the subject's blink, the Attention and Meditation of the left prefrontal EEG. The comparison between Attention and Meditation of the left prefrontal EEG is discussed at first when the subject is in the state of concentration, relaxation, fatigue and sleep. The slide window and k-NN algorithm are introduced to develop a new method for driving fatigue detection based on subject's blink and the correlation coefficient between Attention and Meditation. Lastly, a software running on a smart device is developed based on above technologies, it can issue alarm and play music when it detects driving fatigue. The experiment proves that it has noninvasive and real-time advantages, while its sensitivity and specificity are 73.8 % and 88.6 % respectively.

Keyword:

Prefrontal lobe EEG Driving fatigue detection Eye blink k-NN Ubiquitous computing

Author Community:

  • [ 1 ] [He, Jian]Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China
  • [ 2 ] [He, Jian]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Zhang, Yan]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China
  • [ 4 ] [Zhang, Cheng]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China
  • [ 5 ] [Zhou, Mingwo]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China
  • [ 6 ] [Han, Yi]China Welf Lottery Technol Ctr, Beijing 100010, Peoples R China

Reprint Author's Address:

  • [He, Jian]Beijing Adv Innovat Ctr Future Internet Technol, Beijing 100124, Peoples R China;;[He, Jian]Beijing Univ Technol, Sch Software Engn, Beijing 100124, Peoples R China

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Source :

BRAIN INFORMATICS AND HEALTH

ISSN: 0302-9743

Year: 2016

Volume: 9919

Page: 325-335

Language: English

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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