• DocumentCode
    472126
  • Title

    Rejection of artifact sources in magnetoencephalogram background activity using independent component analysis

  • Author

    Escudero, Javier ; Hornero, Roberto ; Abasolo, Daniel ; Poza, Jesus ; Fernandez, Alberto ; Lopez, Miguel

  • Author_Institution
    E.T.S. Ingenieros de Telecommun., Valladolid Univ.
  • fYear
    2006
  • fDate
    Aug. 30 2006-Sept. 3 2006
  • Firstpage
    5282
  • Lastpage
    5285
  • Abstract
    The aim of this pilot study was to assess the usefulness of independent component analysis (ICA) to detect cardiac artifacts and power line interferences in magnetoencephalogram (MEG) recordings. We recorded MEG signals from six subjects with a 148-channel whole-head magnetometer (MAGNES 2500 WH, 4D Neuroimaging). Epochs of 50 s with power line noise, cardiac, and ocular artifacts were selected for analysis. We applied a statistical criterion to determine the number of sources, and a robust ICA algorithm to decompose the MEG epochs. Skewness, kurtosis, and a spectral metric were used to mark the studied artifacts. We found that the power line interference could be easily detected by its frequency characteristics. Moreover, skewness outperformed kurtosis when identifying the cardiac artifact
  • Keywords
    independent component analysis; interference (signal); magnetoencephalography; magnetometers; matrix decomposition; medical signal processing; neurophysiology; noise; source separation; 4D neuroimaging; MEG epochs; artifact source rejection; cardiac artifacts; independent component analysis; kurtosis; magnetoencephalogram background activity; matrix decomposition; ocular artifacts; power line interferences; power line noise; robust ICA algorithm; skewness; spectral metrics; whole-head magnetometer; Additive noise; Cities and towns; Electroencephalography; Frequency; Independent component analysis; Interference; Magnetic analysis; Magnetic field measurement; Magnetic shielding; Matrix decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • Conference_Location
    New York, NY
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.260215
  • Filename
    4462996