• DocumentCode
    2917613
  • Title

    Removal of ballistocardiogram artifact from electroencephalograms exploiting heart rate variability

  • Author

    Kosma, A. ; Nazarpour, K. ; Sanei, S.

  • Author_Institution
    Centre of Digital Signal Process., Cardiff Univ., Cardiff, UK
  • fYear
    2009
  • fDate
    5-7 July 2009
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    An approach for eliminating the cardiac pulsation (ballistocardiogram, BCG) effect from electroencephalograms (EEG) is proposed. The artifact results from functional magnetic resonance imaging (fMRI) scanner during simultaneous EEG-fMRI recordings. The BCG artifact exhibits similar periodic physiological structure. The proposed blind source extraction (BSE) algorithm employs second order statistics to exploit the heart rate variability and focuses on the contaminated EEG segments. This method is compared with some previously developed, well-known algorithms such as FastICA, SOBI and JADE, and a qualitative comparison is given. The methods are examined for both synthetic and real data.
  • Keywords
    biomedical MRI; blind source separation; cardiology; electroencephalography; medical image processing; statistical analysis; EEG-fMRI recording; ballistocardiogram artifact removal; blind source extraction algorithm; cardiac pulsation; electroencephalogram; functional magnetic resonance imaging; heart rate variability; periodic physiological structure; second order statistics; Adaptive filters; Digital signal processing; Electroencephalography; Heart rate variability; Independent component analysis; Magnetic resonance imaging; Principal component analysis; Signal processing algorithms; Spatial resolution; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2009 16th International Conference on
  • Conference_Location
    Santorini-Hellas
  • Print_ISBN
    978-1-4244-3297-4
  • Electronic_ISBN
    978-1-4244-3298-1
  • Type

    conf

  • DOI
    10.1109/ICDSP.2009.5201134
  • Filename
    5201134