• DocumentCode
    3070547
  • Title

    A locally-restricted method for removal of eye-blink artifacts in electroencephalogram measurements

  • Author

    Kawaguchi, Hirokazu ; Kobayashi, Tetsuo

  • Author_Institution
    Grad. Sch. of Eng., Kyoto Univ., Kyoto, Japan
  • fYear
    2012
  • fDate
    1-4 July 2012
  • Firstpage
    615
  • Lastpage
    618
  • Abstract
    Eye blinks are among the dominant artifacts in electroencephalogram (EEG) recordings. Although several removal methods for eye-blink artifacts have been reported, most of them concurrently removed a part of the original EEGs as well. In this study, we focused on the number of pure EEGs that were retained, and proposed a locally-restricted removal method based on independent component analysis (ICA), empirical mode decomposition (EMD), and the Kalman filter. Simulated and measured results confirmed that the proposed method is more suitable for the local removal of eye-blink artifacts without the loss of EEG information when compared to previous methods.
  • Keywords
    Kalman filters; biomedical measurement; electroencephalography; eye; independent component analysis; medical signal processing; EMD; ICA; Kalman filter; electroencephalogram measurements; empirical mode decomposition; eye blink artifact removal; independent component analysis; locally restricted method; Educational institutions; Ions; EEG; EMD; Eye-blink artifact; ICA; Kalman filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Complex Medical Engineering (CME), 2012 ICME International Conference on
  • Conference_Location
    Kobe
  • Print_ISBN
    978-1-4673-1617-0
  • Type

    conf

  • DOI
    10.1109/ICCME.2012.6275700
  • Filename
    6275700