Title :
Auditory steady-state response stimuli based BCI application - the optimization of the stimuli types and lengths
Author :
Matsumoto, Yuki ; Nishikawa, Naoki ; Makino, Shigeru ; Yamada, Tomoaki ; Rutkowski, Tomasz M.
Author_Institution :
TARA Center, Univ. of Tsukuba, Tsukuba, Japan
Abstract :
We propose a method for an improvement of auditory BCI (aBCI) paradigm based on a combination of ASSR stimuli optimization by choosing the subjects´ best responses to AM-, flutter-, AM/FM and click-envelope modulated sounds. As the ASSR response features we propose pairwise phase-locking-values calculated from the EEG and next classified using binary classifier to detect attended and ignored stimuli. We also report on a possibility to use the stimuli as short as half a second, which is a step forward in ASSR based aBCI. The presented results are helpful for optimization of the aBCI stimuli for each subject.
Keywords :
brain-computer interfaces; electroencephalography; hearing; AM modulated sound; ASSR stimuli optimization; BCI application; EEG; FM modulated sound; auditory BCI paradigm; auditory steady-state response; auditory steady-state response stimuli; binary classifier; brain computer interface; click-envelope modulated sound; flutter modulated sound; pairwise phase locking value; Accuracy; Electrodes; Electroencephalography; Feature extraction; Frequency modulation; Optimization;
Conference_Titel :
Signal & Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012 Asia-Pacific
Conference_Location :
Hollywood, CA
Print_ISBN :
978-1-4673-4863-8