Title :
Single trial discrimination between right and left hand movement with EEG signal
Author :
Kim, J.A. ; Hwang, D.U. ; Cho, S.Y. ; Han, S.K.
Author_Institution :
Dept. of Phys., Chung-Buk Nat. Univ., Cheongju, South Korea
Abstract :
We propose an EEG-based discrimination method for the right/left hand movement in a single trial. The EEG was recorded during the voluntary movement and imagination of the hand movement. We made a feature vector for every second that represents the characteristics to reflect the process of the right/left movement, including the ERD, ERS pattern of the mu and beta rhythm and the coefficients of the autoregressive model best fitting for the data of the given period. Linear discrimination of their distribution in the vector space divided the right/left hand movement efficiently.
Keywords :
autoregressive processes; biomechanics; electroencephalography; neurophysiology; physiological models; EEG-based discrimination method; autoregressive model; event-related desynchronization; event-related synchronization; hand movement; vector space; Brain computer interfaces; Brain modeling; Electrodes; Electroencephalography; Frequency synchronization; Humans; Physics; Rhythm; Signal processing; Vectors;
Conference_Titel :
Engineering in Medicine and Biology Society, 2003. Proceedings of the 25th Annual International Conference of the IEEE
Print_ISBN :
0-7803-7789-3
DOI :
10.1109/IEMBS.2003.1280855