TY - JOUR
T1 - Toward a high-throughput auditory P300-based brain-computer interface
AU - Klobassa, D. S.
AU - Vaughan, T. M.
AU - Brunner, P.
AU - Schwartz, N. E.
AU - Wolpaw, J. R.
AU - Neuper, C.
AU - Sellers, E. W.
N1 - Funding Information:
This work was supported in part by the National Institutes of Health (Grants NICHD HD30146 and NIBIB/NINDS EB00856), the James S. McDonnell Foundation, the ALS Hope Foundation, and the NEC Foundation. The authors would like to thank Dr. Elizabeth Winter Wolpaw for her critical comments on the manuscript.
PY - 2009/7
Y1 - 2009/7
N2 - Objective: Brain-computer interface (BCI) technology can provide severely disabled people with non-muscular communication. For those most severely disabled, limitations in eye mobility or visual acuity may necessitate auditory BCI systems. The present study investigates the efficacy of the use of six environmental sounds to operate a 6 × 6 P300 Speller. Methods: A two-group design was used to ascertain whether participants benefited from visual cues early in training. Group A (N = 5) received only auditory stimuli during all 11 sessions, whereas Group AV (N = 5) received simultaneous auditory and visual stimuli in initial sessions after which the visual stimuli were systematically removed. Stepwise linear discriminant analysis determined the matrix item that elicited the largest P300 response and thereby identified the desired choice. Results: Online results and offline analyses showed that the two groups achieved equivalent accuracy. In the last session, eight of 10 participants achieved 50% or more, and four of these achieved 75% or more, online accuracy (2.8% accuracy expected by chance). Mean bit rates averaged about 2 bits/min, and maximum bit rates reached 5.6 bits/min. Conclusions: This study indicates that an auditory P300 BCI is feasible, that reasonable classification accuracy and rate of communication are achievable, and that the paradigm should be further evaluated with a group of severely disabled participants who have limited visual mobility. Significance: With further development, this auditory P300 BCI could be of substantial value to severely disabled people who cannot use a visual BCI.
AB - Objective: Brain-computer interface (BCI) technology can provide severely disabled people with non-muscular communication. For those most severely disabled, limitations in eye mobility or visual acuity may necessitate auditory BCI systems. The present study investigates the efficacy of the use of six environmental sounds to operate a 6 × 6 P300 Speller. Methods: A two-group design was used to ascertain whether participants benefited from visual cues early in training. Group A (N = 5) received only auditory stimuli during all 11 sessions, whereas Group AV (N = 5) received simultaneous auditory and visual stimuli in initial sessions after which the visual stimuli were systematically removed. Stepwise linear discriminant analysis determined the matrix item that elicited the largest P300 response and thereby identified the desired choice. Results: Online results and offline analyses showed that the two groups achieved equivalent accuracy. In the last session, eight of 10 participants achieved 50% or more, and four of these achieved 75% or more, online accuracy (2.8% accuracy expected by chance). Mean bit rates averaged about 2 bits/min, and maximum bit rates reached 5.6 bits/min. Conclusions: This study indicates that an auditory P300 BCI is feasible, that reasonable classification accuracy and rate of communication are achievable, and that the paradigm should be further evaluated with a group of severely disabled participants who have limited visual mobility. Significance: With further development, this auditory P300 BCI could be of substantial value to severely disabled people who cannot use a visual BCI.
KW - Brain-computer interface
KW - Brain-machine interface
KW - EEG
KW - Event-related potential
KW - P300
KW - Rehabilitation
UR - http://www.scopus.com/inward/record.url?scp=67649873093&partnerID=8YFLogxK
U2 - 10.1016/j.clinph.2009.04.019
DO - 10.1016/j.clinph.2009.04.019
M3 - Article
C2 - 19574091
AN - SCOPUS:67649873093
SN - 1388-2457
VL - 120
SP - 1252
EP - 1261
JO - Clinical Neurophysiology
JF - Clinical Neurophysiology
IS - 7
ER -