A portable device for real time drowsiness detection using novel active dry electrode system

  • Pai Yuan Tsai
  • , Weichih Hu
  • , Terry B J Kuo
  • , Liang Yu Shyu

研究成果: 書貢獻/報告類型會議貢獻

47   !!Link opens in a new tab 引文 斯高帕斯(Scopus)

摘要

Electroencephalogram (EEG) signals give important information about the vigilance states of a subject. Therefore, this study constructs a real-time EEG-based system for detecting a drowsy driver. The proposed system uses a novel six channels active dry electrode system to acquire EEG non-invasively. In addition, it uses a TMS320VC5510 DSP chip as the algorithm processor, and a MSP430F149 chip as a controller to achieve a real-time portable system. This study implements stationary wavelet transform to extract two features of EEG signal: integral of EEG and zero crossings as the input to a back propagation neural network for vigilance states classification. This system can discriminate alertness and drowsiness in real-time. The accuracy of the system is 79.1%for alertness and 90.91% for drowsiness states. When the system detects drowsiness, it will warn drivers by using a vibrator and a beeper.
原文英語
主出版物標題Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society
主出版物子標題Engineering the Future of Biomedicine, EMBC 2009
發行者IEEE Computer Society
頁面3775-3778
頁數4
ISBN(列印)9781424432967
DOIs
出版狀態已發佈 - 2009
對外發佈
事件31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009 - Minneapolis, MN, 美國
持續時間: 9月 2 20099月 6 2009

出版系列

名字Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

會議

會議31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009
國家/地區美國
城市Minneapolis, MN
期間9/2/099/6/09

UN SDG

此研究成果有助於以下永續發展目標

  1. SDG 3 - 良好的健康和福祉
    SDG 3 良好的健康和福祉

ASJC Scopus subject areas

  • 細胞生物學
  • 發展生物學
  • 生物醫學工程
  • 一般醫學

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