ECG coding by wavelet-based linear prediction

被引:92
作者
Ramakrishnan, AG
Saha, S
机构
[1] Department of Electrical Engineering, Indian Institute of Science
关键词
cyclostationarity; discrete wavelet transform; ECG compression; multirate processing; period normalization;
D O I
10.1109/10.649997
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a novel coding; scheme for electrocardiogram (EGG), Following beat delineation, the periods of the beats are normalized by multirate processing, After amplitude normalization, 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 anl average rate of 180 b/s, is of high quality. We 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.
引用
收藏
页码:1253 / 1261
页数:9
相关论文
共 26 条
[1]   A NEW DATA-REDUCTION ALGORITHM FOR REAL-TIME ECG ANALYSIS [J].
ABENSTEIN, JP ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1982, 29 (01) :43-48
[2]   ELECTROCARDIOGRAPHIC DATA COMPRESSION VIA ORTHOGONAL TRANSFORMS [J].
AHMED, N ;
MILNE, PJ ;
HARRIS, SG .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1975, 22 (06) :484-487
[3]   Wavelet packet-based compression of single lead ECG [J].
Bradie, B .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (05) :493-501
[4]   SIGNAL REPRESENTATION - EFFICIENT PROCEDURE [J].
CADZOW, JA ;
HWANG, TT .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1977, 25 (06) :461-465
[5]  
Chui C.K., 1992, An introduction to wavelets, V1, DOI DOI 10.1109/99.388960
[6]   AZTEC A PREPROCESSING PROGRAM FOR REAL-TIME ECG RHYTHM ANALYSIS [J].
COX, JR ;
NOLLE, FM ;
FOZZARD, HA ;
OLIVER, GC .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1968, BM15 (02) :128-&
[7]   ORTHONORMAL BASES OF COMPACTLY SUPPORTED WAVELETS [J].
DAUBECHIES, I .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 1988, 41 (07) :909-996
[8]  
DEGANI R, 1991, COMPUT CARDIOL
[9]  
FRAGAKIS GP, 1985, MATH COMPUT SIMULAT, V27, P491
[10]   QUANTITATIVE INVESTIGATION OF QRS DETECTION RULES USING THE MIT/BIH ARRHYTHMIA DATABASE [J].
HAMILTON, PS ;
TOMPKINS, WJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1986, 33 (12) :1157-1165