• DocumentCode
    810677
  • Title

    Fetal magnetocardiographic signals extracted by ´signal subspace´ blind source separation

  • Author

    Salustri, Carlo ; Barbati, Giulia ; Porcaro, Camillo

  • Author_Institution
    San Giovanni Calibita - Fatebenefratelli Hosp., Rome, Italy
  • Volume
    52
  • Issue
    6
  • fYear
    2005
  • fDate
    6/1/2005 12:00:00 AM
  • Firstpage
    1140
  • Lastpage
    1142
  • Abstract
    In this paper, we apply independent component analysis to fetal magnetocardiographic data. In particular, we propose an extension of the "cumulant-based iterative inversion" algorithm to include a two-step "signal subspace" subdivision, which allows the user to control the number of components to be estimated by analyzing the eigenvalues distribution in an interactive way. Our results show that this method is a powerful means not only for the extraction of the cardiac signals from the background noise but also for a sharp separation of the baby\´s heart from the mother\´s.
  • Keywords
    blind source separation; eigenvalues and eigenfunctions; independent component analysis; iterative methods; magnetocardiography; medical signal processing; obstetrics; cumulant-based iterative inversion algorithm; eigenvalues distribution; fetal magnetocardiographic signals; independent component analysis; signal extraction; signal subspace blind source separation; two-step signal subspace subdivision; Algorithm design and analysis; Background noise; Blind source separation; Data mining; Eigenvalues and eigenfunctions; Independent component analysis; Iterative algorithms; Magnetic analysis; Magnetic separation; Signal analysis; Blind source separation; independent component analysis; magnetocardiography; signal subspace; Algorithms; Body Surface Potential Mapping; Cardiotocography; Diagnosis, Computer-Assisted; Female; Humans; Magnetics; Pattern Recognition, Automated; Pregnancy; Reproducibility of Results; Sensitivity and Specificity;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2005.846708
  • Filename
    1431088