DocumentCode :
2116834
Title :
Learning to modulate sensorimotor rhythms with stereo auditory feedback for a brain-computer interface
Author :
McCreadie, K.A. ; Coyle, D.H. ; Prasad, Girijesh
Author_Institution :
Sch. of Comput. & Intell. Syst., Univ. of Ulster, Derry, UK
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
6711
Lastpage :
6714
Abstract :
Motor imagery can be used to modulate sensorimotor rhythms (SMR) enabling detection of voltage fluctuations on the surface of the scalp using electroencephalographic (EEG) electrodes. Feedback is essential in learning how to intentionally modulate SMR in non-muscular communication using a brain-computer interface (BCI). A BCI that is not reliant upon the visual modality for feedback is an attractive means of communication for the blind and the vision impaired and to release the visual channel for other purposes during BCI usage. The aim of this study is to demonstrate the feasibility of replacing the traditional visual feedback modality with stereo auditory feedback. Twenty participants split into equal groups took part in ten BCI sessions involving motor imagery. The visual feedback group performed best using two performance measures but did not show improvement over time whilst the auditory group improved as the study progressed. Multiple loudspeaker presentation of audio allows the listener to intuitively assign each of two classes to the corresponding lateral position in a free-field listening environment.
Keywords :
biomedical electrodes; brain-computer interfaces; electroencephalography; feedback; hearing; visual perception; BCI; EEG; auditory group; blind; brain-computer interface; electrodes; electroencephalography; motor imagery; multiple loudspeaker presentation; sensorimotor rhythms; stereo auditory feedback; vision impairment; visual feedback group; visual modality; Accuracy; Brain computer interfaces; Electrodes; Electroencephalography; Principal component analysis; Training; Visualization; Adult; Algorithms; Brain-Computer Interfaces; Electrodes; Electroencephalography; Event-Related Potentials, P300; Feedback, Physiological; Female; Hearing; Humans; Imagery (Psychotherapy); Learning; Male; Motor Skills; Regression Analysis; Reproducibility of Results; Vision, Ocular; 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.2012.6347534
Filename :
6347534
Link To Document :
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