Title :
Eye movement-related EEG potential pattern recognition for real-time BMI
Author :
Ito, Takuma ; Shinji, Tomoyuki ; Sumiya, Hideyasu ; Baba, Mituru
Author_Institution :
Ibaraki Grad. Sch., Hitachi, Japan
Abstract :
This study aims at rapid BMI pattern recognition for the eye-ball movement, which is considered to be removed factor from EEG as artifact. We investigated the repeatability of eyeball movement ERP and the characteristics, which possess steady, high voltage and 50ms rapid reaction. As ERP pattern discriminator, this paper proposes 3 methods to extract and distinguish characteristic patterns induced by several directional ocular movements.
Keywords :
brain-computer interfaces; electroencephalography; eye; medical image processing; pattern recognition; ERP pattern discriminator; brain-machine interface; directional ocular movements; eye ball movement-related EEG; pattern recognition; real-time BMI; Accuracy; Electroencephalography; Humans; Learning; Multi-layer neural network; Optimization; Tuning; BMI; EEG; eye-ball movement;
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8
