• DocumentCode
    2224439
  • Title

    Characterising the discrete wavelet transform of an ECG signal with simple parameters for use in automated diagnosis

  • Author

    McDarby, G. ; Celler, B.G. ; Lovell, N.H.

  • Author_Institution
    Biomed. Syst. Lab., Univ. of New South Wales, Sydney, NSW, Australia
  • fYear
    1998
  • fDate
    15-18 Feb 1998
  • Firstpage
    31
  • Lastpage
    32
  • Abstract
    The spectral distribution of energy varies between normal ECGs and those from patients post infarct or with ventricular hypertrophies. This suggests that discriminating between normal and abnormal conditions may be possible on the basis of differences in the distribution of spectral energy. The authors compare a reduced Discrete Wavelet Transform characterisation of an ECG QRS complex using three different wavelets. The wavelet transforms are based on dyadic scales and decompose the ECG signals into four detail levels and one approximation level with each decomposition being characterised by a mean and a standard deviation value. The authors´ results indicate that, even after reducing the information in each level of decomposition of the wavelet transform to these two simple values, the discriminating power between normal and abnormal cases, calculated using receiver operator curve (ROC) analysis, exceeds 75%. This improves on the results obtained for scalar parameters such as QRS duration, areas and cardiac axis
  • Keywords
    discrete wavelet transforms; electrocardiography; medical signal processing; spectral analysis; ECG signal discrete wavelet transform characterization; QRS duration; abnormal conditions; automated diagnosis; cardiac axis; electrodiagnostics; energy spectral distribution; normal conditions; post infarct patients; receiver operator curve analysis; simple parameters; ventricular hypertrophies; Band pass filters; Continuous wavelet transforms; Databases; Discrete wavelet transforms; Electrocardiography; Filter bank; Filtering; Signal analysis; Wavelet analysis; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioelectromagnetism, 1998. Proceedings of the 2nd International Conference on
  • Conference_Location
    Melbourne, Vic.
  • Print_ISBN
    0-7803-3867-7
  • Type

    conf

  • DOI
    10.1109/ICBEM.1998.666380
  • Filename
    666380