EEG-based cognitive state monitoring and predition by using the self-constructing neural fuzzy system

Fu Chang Lin, Li-Wei Ko*, Shi An Chen, Ching Fu Chen, Chin Teng Lin

*Corresponding author for this work

研究成果: Conference contribution

10 引文 斯高帕斯(Scopus)

摘要

Driver's cognitive state monitoring has been implicated as a causal factor for the safety driving issue, especially when the driver fell asleep or distracted in driving. In our past studies, we found that the EEG power spectrum changes were highly correlated with the driver's driving behavior performance. In this study, we attempt to construct an EEG-based self-constructing neural fuzzy system to monitor and predict the driver's cognitive state. The difficulties in developing such a system are lack of significant index for detecting drowsiness and the interference of the complicated noise in a realistic and dynamic driving environment. Our experimental results including correlation and prediction show that the performances of our proposed system are significantly higher than using the traditional neural networks. Besides, the proposed EEG-based self-constructing neural fuzzy system can be generalized and applied in the subjects' independent sessions. This unique advantage can be widely used in the real-life applications.

原文English
主出版物標題ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems
主出版物子標題Nano-Bio Circuit Fabrics and Systems
頁面2287-2290
頁數4
DOIs
出版狀態Published - 31 八月 2010
事件2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems, ISCAS 2010 - Paris, France
持續時間: 30 五月 20102 六月 2010

出版系列

名字ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems

Conference

Conference2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems, ISCAS 2010
國家France
城市Paris
期間30/05/102/06/10

指紋 深入研究「EEG-based cognitive state monitoring and predition by using the self-constructing neural fuzzy system」主題。共同形成了獨特的指紋。

  • 引用此

    Lin, F. C., Ko, L-W., Chen, S. A., Chen, C. F., & Lin, C. T. (2010). EEG-based cognitive state monitoring and predition by using the self-constructing neural fuzzy system. 於 ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems (頁 2287-2290). [5536955] (ISCAS 2010 - 2010 IEEE International Symposium on Circuits and Systems: Nano-Bio Circuit Fabrics and Systems). https://doi.org/10.1109/ISCAS.2010.5536955