• DocumentCode
    3118160
  • Title

    ECG feature extraction using optimal mother wavelet

  • Author

    Castro, B. ; Kogan, D. ; Geva, A.B.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Ben-Gurion Univ. of the Negev, Beer-Sheva, Israel
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    346
  • Lastpage
    350
  • Abstract
    The main advantage related to wavelet transforms is that they are localized both in the frequency and time domains. This paper presents an algorithm, based on the wavelet transform, for feature extraction from an electrocardiograph (ECG) signal and recognition of abnormal heartbeats. A method for choosing an optimal mother wavelet from a set of orthogonal and bi-orthogonal wavelet filter bank by means of the best correlation with the ECG signal, was developed. The ECG signal is first denoised by a soft or hard threshold with limitation of 99.99 reconstructs ability and then each PQRST cycle is decomposed into a coefficients vector by the optimal wavelet function. The coefficients, approximations of the last scale level and the details of the all levels, are used for the ECG analyzed. The coefficients of each cycle are divided into three segments, which are related to the P-wave, QRS complex and T-wave, and summed to obtained a features vector of the signal cycles
  • Keywords
    discrete wavelet transforms; electrocardiography; feature extraction; high-pass filters; interference suppression; low-pass filters; medical signal processing; noise; ECG feature extraction; ECG signal; P-wave; PQRST cycle; QRS complex; T-wave; abnormal heartbeats; bi-orthogonal wavelet filter bank; coefficients vector; denoising; electrocardiograph signal; features vector; optimal mother wavelet; orthogonal wavelet filter bank; recognition; wavelet transforms; Continuous wavelet transforms; Discrete wavelet transforms; Electrocardiography; Feature extraction; Filter bank; Noise reduction; Signal analysis; Wavelet analysis; Wavelet domain; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and electronic engineers in israel, 2000. the 21st ieee convention of the
  • Conference_Location
    Tel-Aviv
  • Print_ISBN
    0-7803-5842-2
  • Type

    conf

  • DOI
    10.1109/EEEI.2000.924422
  • Filename
    924422