• DocumentCode
    475543
  • Title

    Blind source separation to extract foetal heart sounds from noisy abdominal phonograms: A single channel method

  • Author

    Jimenez-Gonzalez, A. ; James, Christopher J.

  • Author_Institution
    Signal Process. & Control Group, Univ. of Southampton, Southampton
  • fYear
    2008
  • fDate
    14-16 July 2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    A method for extracting foetal heart sounds (FHS) from noisy single channel abdominal phonograms is proposed. First, an appropriate matrix of delays is constructed; then multiple independent components are calculated using FastICA; finally, components are projected back onto the measurement space and those associated to FHS are subjectively selected. Three single channel phonograms, obtained from different subjects were analysed. Preliminary results are promising and showed successfully extractions of FHS (S1, S2). Future work will increase the number of subjects, evaluate the extraction quality, look for more information about foetal well-being, find an objective way to select FHS, and explore ICA implementations that utilise temporal structure such as Temporal Decorrelation source SEParation (TDSEP).
  • Keywords
    acoustic applications; acoustic signal processing; bioacoustics; blind source separation; cardiology; independent component analysis; medical signal processing; paediatrics; FHS extraction method; FastICA; TDSEP; Temporal Decorrelation Source Separation; blind source separation; delay matrix; foetal heart sound extraction; independent component analysis; measurement space projection; multiple ICA; noisy abdominal phonograms; single channel method; single channel phonograms; Foetal Phonocardiography; Foetal well-being monitoring; Independent Component Analysis (ICA); Method of Delays;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Advances in Medical, Signal and Information Processing, 2008. MEDSIP 2008. 4th IET International Conference on
  • Conference_Location
    Santa Margherita Ligure
  • ISSN
    0537-9989
  • Print_ISBN
    978-0-86341-934-8
  • Type

    conf

  • Filename
    4609072