An Analysis on Driver Drowsiness based on Reaction Time and EEG Band Power

Foong, Ruyi ;   Ang, Kai Keng ;   Quek, Chai ;   Guan, Cuntai ;   Phyo Wai, Aung Aung

Tags Brain-computer/machine interfaceNeural signals – Time-frequency analysisHuman performance – Drowsiness and microsleeps

Falling asleep during driving is a serious problem that has resulted in fatal accidents worldwide. Thus, there is a need to detect driver…

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Combining Firing Rate and Spike-Train Synchrony Features in the Decoding of Motor Cortical Activity

Chew, Gabriel ;   Ang, Kai Keng ;   So, Rosa ;   Xu, Zhiming ;   Guan, Cuntai

Tags Brain-computer/machine interfaceMotor neuroprosthesesNeural signals – Coding

Decoding of directional information in the motor cortex traditionally utilizes only firing rate information. However, information from other…

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On the use of Convolutional Neural Networks and Augmented CSP Features for Multi-Class Motor Imagery of EEG Signals Classification

Yang, Huijuan ;   Sakhavi, Siavash ;   Ang, Kai Keng ;   Guan, Cuntai

Tags Neural networks in biosignal processing and classification

Learning the deep structures and unknown correlations is important for the detection of motor imagery of EEG signals (MI-EEG). This study…

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