• DocumentCode
    1997101
  • Title

    Foetal ECG extraction from maternal body surface measurement using independent component analysis

  • Author

    Chen, W. ; Nemoto, Takuma ; Kobayashi, T. ; Honda, Y. ; Saito, T. ; Kasuya, E.

  • Author_Institution
    Fac. of Eng., Soka Univ., Tokyo, Japan
  • Volume
    2
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    1990
  • Abstract
    A method applying independent component analysis (ICA) to detect the electrocardiogram of a prenatal cattle foetus is described. Three channels of signal, one is from chest lead and two are from abdominal leads, are picked up noninvasively by attaching disposable cutaneous electrodes on the body surface of a maternal cow. Measured signals are the mixtures of components including maternal ECG, foetal ECG and random noise. Such mixture procedure is expressed by a time-invariant linear model. To separate foetal ECG from maternal ECG and random noise, the ICA method is applied to rind an optimal separating matrix only using measured signals. The optimization uses hyperbolic tangent as a contrast function and minimizes it based upon the principle of mutual information. The method was examined by simulation signals generated by random mixture of two-signal and one-noise sources. Real signals, measured from a pregnant cow having 177-day gestation, are used to verify the separation. The results show that in simulation, both signal and one noise are clearly separated. Real measurement is successfully distinguished into three signal sources, maternal ECG, foetal ECG and random noise. The results suggested the effectiveness of ICA approach in detecting foetal ECG from maternal body surface measurement.
  • Keywords
    electrocardiography; medical signal processing; obstetrics; random noise; 177 d; abdominal leads; chest lead; electrodiagnostics; foetal ECG extraction; hyperbolic tangent; independent component analysis; maternal ECG; maternal body surface measurement; mutual information principle; pregnant cow; prenatal cattle foetus; Abdomen; Cows; Electrocardiography; Electrodes; Fetus; Independent component analysis; Joining processes; Mutual information; Noise measurement; Signal generators;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2001. Proceedings of the 23rd Annual International Conference of the IEEE
  • ISSN
    1094-687X
  • Print_ISBN
    0-7803-7211-5
  • Type

    conf

  • DOI
    10.1109/IEMBS.2001.1020620
  • Filename
    1020620