• DocumentCode
    1291703
  • Title

    Artifact reduction in magnetoneurography based on time-delayed second-order correlations

  • Author

    Ziehe, Andreas ; Müller, Klaus-Robert ; Nolte, Guido ; Mackert, Bruno-Marcel ; Curio, Gabriel

  • Author_Institution
    GMD FIRST, Berlin, Germany
  • Volume
    47
  • Issue
    1
  • fYear
    2000
  • fDate
    1/1/2000 12:00:00 AM
  • Firstpage
    75
  • Lastpage
    87
  • Abstract
    Artifacts in magnetoneurography data due to endogenous biological noise sources, like the cardiac signal, can be four orders of magnitude higher than the signal of interest. Therefore, it is important to establish effective artifact reduction methods. We propose a blind source separation algorithm using only second-order temporal correlations for cleaning biomagnetic measurements of evoked responses in the peripheral nervous system. The algorithm showed its efficiency by eliminating disturbances originating from biological and technical noise sources and successfully extracting the signal of interest. This yields a significant improvement of the neuro-magnetic source analysis
  • Keywords
    adaptive signal processing; biomagnetism; decorrelation; higher order statistics; interference suppression; medical signal processing; neurophysiology; artifact reduction; biomagnetic measurements; blind source separation algorithm; cardiac signal; decorrelation; endogenous biological noise sources; evoked responses; higher-order moments; independent component analysis; linear algebra; magnetoneurography; neuro-magnetic source analysis; peripheral nervous system; second-order temporal correlations; time-delayed second-order correlations; Biological information theory; Biomagnetics; Biomedical imaging; Biomedical measurements; Blind source separation; Independent component analysis; Magnetic analysis; Magnetic separation; Nervous system; Signal processing algorithms;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/10.817622
  • Filename
    817622