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 | 是 |
| 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 2009 → 9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 | 9/2/09 → 9/6/09 |
UN SDG
此研究成果有助於以下永續發展目標
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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
指紋
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