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Mental imagery classification using one-dimensional convolutional neural network for target selection in single-channel BCI-controlled mobile robot
Authors:Izzuddin  Tarmizi Ahmad  Safri  Norlaili Mat  Othman  Mohd Afzan
Affiliation:1.Department of Control, Instrumentation and Automation, Faculty of Electrical Engineering, Universiti Teknikal Malaysia Melaka, 76100, Hang Tuah Jaya, Durian Tunggal, Melaka, Malaysia
;2.Department of Electronic and Computer Engineering, School of Electrical Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, 81310 UTM, Johor Bahru, Johor, Malaysia
;
Abstract:Neural Computing and Applications - This paper introduces the use of the one-dimensional convolutional neural network (1D-CNN) for end-to-end EEG decoding with application towards a BCI system with...
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