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作者:

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

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CPCI-S EI Scopus

摘要:

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.

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

  • [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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来源 :

BRAIN INFORMATICS AND HEALTH

ISSN: 0302-9743

年份: 2016

卷: 9919

页码: 325-335

语种: 英文

被引次数:

WoS核心集被引频次: 3

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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