• DocumentCode
    1537819
  • Title

    ECG coding by wavelet-based linear prediction

  • Author

    Ramakrishnan, A.G. ; Saha, Supratim

  • Author_Institution
    Dept. of Electr. Eng., Indian Inst. of Sci., Bangalore, India
  • Volume
    44
  • Issue
    12
  • fYear
    1997
  • Firstpage
    1253
  • Lastpage
    1261
  • Abstract
    Presents a novel coding scheme for the electrocardiogram (ECG). Following beat delineation, the periods of the beats are normalized by multirate processing. After amplitude normalization, a discrete wavelet transform is applied to each beat. Due to the period and amplitude normalization, the wavelet transform coefficients bear a high correlation across beats at identical locations. To increase the compression ratio, the residual sequence obtained after linear prediction of the significant wavelet coefficients is transmitted to the decoder. The difference between the actual period and the mean beat period, and that between the actual scale factor and the average amplitude scale factor are also transmitted for each beat. At the decoder, the inverse wavelet transform is computed from the reconstructed wavelet transform coefficients. The original amplitude and period of each beat are then recovered. The approximation achieved, at an average rate of 180 b/s, is of high quality. The authors have evaluated the normalized maximum amplitude error and its position in each cycle, in addition to the normalized root mean square error. The significant feature of the proposed technique is that, while the error is nearly uniform throughout the cycle, the diagnostically crucial QRS region is kept free of maximal reconstruction error.
  • Keywords
    electrocardiography; encoding; medical signal processing; wavelet transforms; ECG coding; amplitude normalization; average amplitude scale factor; beat delineation; compression ratio; decoder; diagnostically crucial QRS region; discrete wavelet transform; electrodiagnostics; maximal reconstruction error; multirate processing; normalized beat periods; reconstructed wavelet transform coefficients; residual sequence; wavelet-based linear prediction; Biomedical monitoring; Decoding; Discrete wavelet transforms; Electrocardiography; Medical diagnostic imaging; Patient monitoring; Redundancy; Root mean square; Wavelet coefficients; Wavelet transforms; Algorithms; Electrocardiography; Heart Rate; Humans; Linear Models; Prognosis;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/10.649997
  • Filename
    649997