Brain-Computer Interfaces (BC!) based on event related potentials (ERP) have been successfully developed for applications like virtual spellers and navigation systems. This study tests the use of visual stimuli unbalanced in the subject's field of view to simultaneously cue mental imagery tasks (left vs. right hand movement) and detect subject attention. The responses to unbalanced cues were compared with the responses to balanced cues in terms of classification accuracy. Subject specific ERP spatial filters were calculated for optimal group separation. The unbalanced cues appear to enhance early ERPs related to cue visuospatial processing that improved the classification accuracy (as low as 6%) of ERPs in response to left vs. right cues soon (150-200 ms) after the cue presentation. This work suggests that such visual interface may be of interest in BCI applications as a gate mechanism for attention estimation and validation of control decisions.
机构:
Mayo Clin, Dept Neurol, Jacksonville, FL 32224 USAMayo Clin, Dept Neurol, Jacksonville, FL 32224 USA
Shih, Jerry J.
Krusienski, Dean J.
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Old Dominion Univ, Dept Elect & Comp Engn, Norfolk, VA USAMayo Clin, Dept Neurol, Jacksonville, FL 32224 USA
Krusienski, Dean J.
Wolpaw, Jonathan R.
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New York State Dept Hlth, Wadsworth Ctr, Lab Neural Injury & Repair, Albany, NY 12237 USA
SUNY Albany, Albany, NY 12222 USAMayo Clin, Dept Neurol, Jacksonville, FL 32224 USA
机构:
Department of Neurophysiology and Pathophysiology,University Medical Center Hamburg EppendorfDepartment of Neurophysiology and Pathophysiology,University Medical Center Hamburg Eppendorf
Alexander Maye
Andreas K.Engel
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Department of Neurophysiology and Pathophysiology,University Medical Center Hamburg EppendorfDepartment of Neurophysiology and Pathophysiology,University Medical Center Hamburg Eppendorf