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Reducing the spatial signal correlation for the compression of multilead electrocardiographic recordings

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Języki publikacji
EN
Abstrakty
EN
This paper is devoted to the transform-based method for decorrelation of simultaneously recorded ECG channels. The conventional 12-lead ECG recordings, due to the non-optimal lead positioning, contain highly redundant data. Eliminating this redundancy yields new possibilities for lossless coding of the ECG, meeting the most severe expectations about the quality of stored signal. The statistical properties featured by uncorrelated signals in the transform domain are more appropriate for the data distribution-based coding techniques. In our work four linear transforms are studied and numerically verified with use of the real ECG data. Additionally, the combination of spatial and temporal decorreation is proposed and discussed as the practical and lossless method for a real implementation. The compression efficiency significantly exceeds the values obtained with use of general-purpose lossless algorithms.
Rocznik
Strony
MT107--MT115
Opis fizyczny
Bibliogr. 11 poz., tab., wykr.
Twórcy
  • Institute of Automatics, University of Mining and Metallurgy, 30 Mickiewicza Ave., PL30-059 Krakow, Poland
Bibliografia
  • [1] BRADIE B. "Wavelet packet-based compression of single lead ECG" IEEE:Trans. Biomed Eng. vol. 43, 493-501, 1996
  • [2] CARDENAS-BARRERA J. L., LORENZO-GINORI J. V. "Mean shape vector quantizer for ECG signal compression" IEEE Trans. Biomed. Eng. vol. 46 pp 62-70, 1999
  • [3] CETIN A. E., KOYMEN H., AYDIN M. C. "Multichannel ECG data compression by multirate signal processing and transform domain coding techniques" IEEE Trans. Biomed. Eng. vol. 40 pp 495-499, 1993
  • [4] CHEN L., CHEN W., ITOH S. "Lossy to Lossless Compression of ECG Data Using Integer Wavelet Transform" in proc. Eur. Medical & Biological Engineering Conference EMBEC '99 Nov 4-7 1999, Vienna, Austria
  • [5] COHEN A., ZIGEL Y. "Compression of multichannel ECG through multichannel long-term prediction" IEEE Eng. Med. Biol. vol. 17, No 1 pp 109-115, Jan/Feb 1998
  • [6] DOWER G. E., MACHADO H. B., OSBORNE J. A. "On deriving the electrocardiogram from vectorcardiographic leads" Clinical Cardiology, 3, 87-95, 1980
  • [7] HILTON M. "Wavelet and wavelet packet compression of eletrocardiograms" IEEE Trans. Biomed. Eng. vol. 44 pp 394-402, 1997
  • [8] JALALEDDINE S. M. S., HUTCHENS C. G., STRATTAN R. D., COBERLY W. A. "ECG data compression techniques - a unified approach" IEEE Trans. Biomed. Eng. vol. 37 pp 329-343, 1990
  • [9] LEVKOV Ch. "Orthogonal electrocardiogram derived from the limb and chest electrodes of the conventional 12-lead system" Med. & Biol. Eng. & Comput., 25, 155-164, 1987
  • [10] NAVE G., COHEN A. "ECG compression using long term prediction" IEEE Trans Biomed. Eng. Vol. 40, 877-885, 1993
  • [11] SKRETTING K. (Stavanger University) http://www.ux.his.no/~karlsk/
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-8ddb22ec-58b0-4527-8ad7-2b9655d39cc6
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