• DocumentCode
    2984959
  • Title

    What ICA Provides for ECG Processing: Application to Noninvasive Fetal ECG Extraction

  • Author

    Sameni, Reza ; Jutten, Christian ; Shamsollahi, Mohammad B.

  • Author_Institution
    Lab. des Images et des Signaux, CNRS UMR, Grenoble
  • fYear
    2006
  • fDate
    Aug. 2006
  • Firstpage
    656
  • Lastpage
    661
  • Abstract
    In recent studies, independent component analysis (ICA) has been used for the analysis of multi-channel ECG recordings. However most of these works have been carried out from the signal processing perspective. In this work, the single dipole vector theory of the heart and the ECG dimensionality are studied from the source separation viewpoint. Based on this study, the interpretation of the components extracted from multi-channel ECG and maternal abdominal recordings, and their relationship with the vectorcardiogram representation of the cardiac dipole are presented. The results of this study can be used for the extraction of meaningful clinical indexes, based on ICA techniques
  • Keywords
    electrocardiography; independent component analysis; medical signal processing; source separation; ICA; cardiac dipole; independent component analysis; maternal abdominal recordings; multichannel ECG recordings; noninvasive fetal ECG extraction; single dipole vector theory; source separation; vectorcardiogram representation; Abdomen; Biomedical signal processing; Conductors; Electrocardiography; Heart; Independent component analysis; Power system modeling; Principal component analysis; Robust stability; Source separation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Information Technology, 2006 IEEE International Symposium on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9753-3
  • Electronic_ISBN
    0-7803-9754-1
  • Type

    conf

  • DOI
    10.1109/ISSPIT.2006.270882
  • Filename
    4042324