• DocumentCode
    810702
  • Title

    A novel technique for the extraction of fetal ECG using polynomial networks

  • Author

    Assaleh, Khaled ; Al-Nashash, Hasan

  • Author_Institution
    Dept. of Electr. Eng., American Univ. of Sharjah, United Arab Emirates
  • Volume
    52
  • Issue
    6
  • fYear
    2005
  • fDate
    6/1/2005 12:00:00 AM
  • Firstpage
    1148
  • Lastpage
    1152
  • Abstract
    In this paper, we propose a novel technique for extracting fetal electrocardiogram (FECG) from a thoracic ECG recording and an abdominal ECG recording of a pregnant woman. The polynomial networks technique is used to nonlinearly map the thoracic ECG signal to the abdominal ECG signal. The FECG is then extracted by subtracting the mapped thoracic ECG from the abdominal ECG signal. Visual test results obtained from real ECG signals show that the proposed algorithm is capable of reliably extracting the FECG from two leads only. The visual quality of the FECG extracted by the proposed technique is found to meet or exceed that of published results using other techniques such as the independent component analysis.
  • Keywords
    electrocardiography; medical signal processing; obstetrics; polynomials; abdominal ECG; electrocardiogram; fetal ECG extraction; independent component analysis; polynomial networks; pregnant woman; thoracic ECG; Abdomen; Distortion; Electrocardiography; Fetal heart; Independent component analysis; Medical diagnostic imaging; Medical signal detection; Polynomials; Pregnancy; Testing; Algorithms; Cardiotocography; Diagnosis, Computer-Assisted; Electrocardiography; Female; Fetal Heart; Humans; Pattern Recognition, Automated; Pregnancy; Prenatal Diagnosis; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2005.844046
  • Filename
    1431090