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
Link To Document :
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