DocumentCode
132919
Title
Two-class brain computer interface using eyes-closed steady-state visual evoked potential
Author
Nishifuji, Seiji
Author_Institution
Dept. of Electr. & Electron. Eng., Yamaguchi Univ., Ube, Japan
fYear
2014
fDate
9-12 Sept. 2014
Firstpage
237
Lastpage
242
Abstract
Brain computer interfaces (BCIs) provide an assistive tool for communication between disabled with severe motor disability and care personnel. Although state-of-the-art BCIs have achieved the outstanding improvement in its information transfer rate and classification accuracy, most of the BCIs are difficult to use for patients with impaired oculomotor control due to requirement of visual modality. The present study thus considered a BCI which was independent of oculomotor control using event-related desynchronization (ERD)-like modulation of steady-state visual evoked potential (SSVEP) synchronized at stimulus frequency of flicker stimuli under eyes-closed condition. The amplitude of SSVEP in the posterior region of twelve healthy subjects aged 21-22 years old was seen to be significantly modulated when they repeated mental focusing on the flicker stimuli. Moreover, such amplitude modulation also occurred in performing image recalling and mental calculation for other six healthy subjects. Mean classification accuracy on whether the subjects performed task or not, corresponding to intention of Yes or No, reached 81.9 %, 64.6 % and 71.9 % for the mental focus, image recall and mental calculation, respectively. Reinforcement of amplitude recovery in the relaxed state is needed to give the validity to the proposed BCI.
Keywords
amplitude modulation; brain-computer interfaces; electro-oculography; electroencephalography; eye; medical signal processing; synchronisation; visual evoked potentials; BCI; ERD-like modulation; SSVEP amplitude; amplitude modulation; amplitude recovery; assistive tool; care personnel; classification accuracy; disabled person; event-related desynchronization-like modulation; eye-closed condition; eye-closed steady-state visual evoked potential; flicker stimuli; healthy subjects; image recalling; impaired oculomotor control; information transfer rate; mean classification accuracy; mental calculation; mental focusing; motor disability; posterior region; relaxed state; stimulus frequency; two-class brain computer interface; visual modality; Amplitude modulation; Electrodes; Electroencephalography; Focusing; Light emitting diodes; Visualization; Brain computer interface; Brain machine interface; Event-related desynchronization; Mental focusing; Steady-state visual evoked potential;
fLanguage
English
Publisher
ieee
Conference_Titel
SICE Annual Conference (SICE), 2014 Proceedings of the
Conference_Location
Sapporo
Type
conf
DOI
10.1109/SICE.2014.6935191
Filename
6935191
Link To Document