Mental Imagery Classification Using One-Dimensional Convolutional Neural Network For Target Selection In Single-Channel BCI-Controlled Mobile Robot

• Main Authors: Mat Safri, Norlaili, Ahmad Izzuddin, Tarmizi, Othman, Mohd Afzan
• Format: Article
• Language: English
• Published: Springer Science and Business Media Deutschland GmbH 2020
• Online Access: http://eprints.utem.edu.my/id/eprint/24842/2/IZZUDDIN2020_ARTICLE_MENTALIMAGERYCLASSIFICATIONUSI%20%281%29.PDF; http://eprints.utem.edu.my/id/eprint/24842/; https://link.springer.com/article/10.1007/s00521-020-05393-6
• Institution: Universiti Teknikal Malaysia Melaka

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 a shared control scheme. In general, subjects wearing a single-channel EEG electrode located at F8 (10–20 international standards) were re...