• DocumentCode
    590759
  • 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
  • fYear
    2012
  • fDate
    3-6 Dec. 2012
  • Firstpage
    1
  • Lastpage
    7
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • 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
  • Type

    conf

  • Filename
    6411906