DocumentCode
2085639
Title
Visual evoked potentials for attentional gating in a brain-computer interface
Author
Geronimo, A. ; Schiff, S.J. ; Kamrunnahar, Mst
Author_Institution
Pennsylvania State Univ., University Park, PA, USA
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
1745
Lastpage
1748
Abstract
For synchronous brain-computer interface (BCI) paradigms tasks that utilize visual cues to direct the user, the neural signals extracted by the computer are representative of voluntary modulation as well as evoked responses. For these paradigms, the evoked potential is often overlooked as a source of artifact. In this paper, we put forth the hypothesis that cue priming, as a mechanism for attentional gating, is predictive of motor imagery performance, and thus a viable option for self-paced (asynchronous) BCI applications. We approximate attention by the amplitude features of visually evoked potentials (VEP)s found using two methods: trial matching to an average VEP template, and component matching to a VEP template defined using independent component analysis (ICA). Templates were used to rank trials that display high vs. low levels of fixation. Our results show that subject fixation, measured by VEP response, fails as a predictor of successful motor-imagery task completion. The implications for the BCI community and the possibilities for alternative cueing methods are given in the conclusions.
Keywords
brain-computer interfaces; independent component analysis; visual evoked potentials; attentional gating; brain-computer interface; cue priming; independent component analysis; motor imagery performance; neural signal; self paced BCI; synchronous BCI paradigm; visual evoked potential; Computers; Correlation; Electroencephalography; Independent component analysis; Standards; Synchronous motors; Visualization; Adolescent; Adult; Attention; Brain-Computer Interfaces; Evoked Potentials, Visual; Fixation, Ocular; Humans; Male; Task Performance and Analysis; Young Adult;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6346286
Filename
6346286
Link To Document