• DocumentCode
    1798530
  • Title

    A modified independent component analysis algorithm for extrating the fetal electrocardiogram

  • Author

    Yang Junchao ; Peng Cheng ; Qian Xiang

  • Author_Institution
    Shenzhen Key Lab. for Minimal Invasive Med. Technol., Tsinghua Univ., Shenzhen, China
  • fYear
    2014
  • fDate
    7-9 July 2014
  • Firstpage
    73
  • Lastpage
    77
  • Abstract
    Fetal electrocardiogram can provide the information about the electrical activities of the fetal heart and was suggested to be a promising diagnostic tool in clinical applications. In order to extract the fetal electrocardiogram from the mixed electrocardiograms recorded on the mother´s abdomen, strong maternal electrocardiogram interference should be considered primarily comparing to other noises. In this paper, a modified independent component analysis algorithm was proposed to eliminate the maternal electrocardiogram. Different from the conventional independent component analysis model, the proposed algorithm was simplified to a single parameter optimization problem for the two-channel electrocardiogram record. The results indicated that the proposed algorithm can extract the fetal electrocardiogram directly, avoiding the uncertainties in the conventional independent component analysis method. Therefore, the proposed algorithm was suggested to be an effective and robust approach for future applications.
  • Keywords
    electrocardiography; independent component analysis; medical signal processing; obstetrics; fetal electrocardiogram; maternal electrocardiogram; modified independent component analysis; single parameter optimization problem; two-channel electrocardiogram record; Algorithm design and analysis; Electrocardiography; Independent component analysis; Noise; Optimization; Signal processing algorithms; Uncertainty; biomedical signal processing; fetal electrocardiogram; independent component analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Audio, Language and Image Processing (ICALIP), 2014 International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-4799-3902-2
  • Type

    conf

  • DOI
    10.1109/ICALIP.2014.7009760
  • Filename
    7009760