Literature DB >> 9327623

Optimisation algorithms for ECG data compression.

D Haugland1, J G Heber, J H Husøy.   

Abstract

The use of exact optimisation algorithms for compressing digital electrocardiograms (ECGs) is demonstrated. As opposed to traditional time-domain methods, which use heuristics to select a small subset of representative signal samples, the problem of selecting the subset is formulated in rigorous mathematical terms. This approach makes it possible to derive algorithms guaranteeing the smallest possible reconstruction error when a bounded selection of signal samples is interpolated. The proposed model resembles well-known network models and is solved by a cubic dynamic programming algorithm. When applied to standard test problems, the algorithm produces a compressed representation for which the distortion is about one-half of that obtained by traditional time-domain compression techniques at reasonable compression ratios. This illustrates that, in terms of the accuracy of decoded signals, existing time-domain heuristics for ECG compression may be far from what is theoretically achievable. The paper is an attempt to bridge this gap.

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Year:  1997        PMID: 9327623     DOI: 10.1007/bf02534101

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  6 in total

1.  SLOPE--a real-time ECG data compressor.

Authors:  S C Tai
Journal:  Med Biol Eng Comput       Date:  1991-03       Impact factor: 2.602

Review 2.  ECG data compression techniques--a unified approach.

Authors:  S M Jalaleddine; C G Hutchens; R D Strattan; W A Coberly
Journal:  IEEE Trans Biomed Eng       Date:  1990-04       Impact factor: 4.538

Review 3.  Adaptive sampling of cardiac waveforms.

Authors:  R C Barr
Journal:  J Electrocardiol       Date:  1988       Impact factor: 1.438

4.  AZTEC, a preprocessing program for real-time ECG rhythm analysis.

Authors:  J R Cox; F M Nolle; H A Fozzard; G C Oliver
Journal:  IEEE Trans Biomed Eng       Date:  1968-04       Impact factor: 4.538

5.  AZTDIS--a two-phase real-time ECG data compressor.

Authors:  S C Tai
Journal:  J Biomed Eng       Date:  1993-11

6.  A new data-reduction algorithm for real-time ECG analysis.

Authors:  J P Abenstein; W J Tompkins
Journal:  IEEE Trans Biomed Eng       Date:  1982-01       Impact factor: 4.538

  6 in total

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