Title :
Selective noise filtering of high resolution ECG through wavelet transform
Author :
Bezerianos, A. ; Popescu, M. ; Laskaris, N. ; Manolis, A. ; Hiladakis, T. ; Stathopoulos, C. ; Cristea, P.
Author_Institution :
Dept. of Med. Phys., Patras Univ., Greece
Abstract :
A wavelet transform (WT) based filtering of the high resolution electrocardiogram is proposed in this study. The overcomplete time-scale decomposition of the row signal is achieved in the first step by convolution with the quadratic spline wavelet. The small scale data are passed by the filtering algorithm at locations where the wavelet coefficients correlation at adjacent scales is high and suppressed if the correlation is small. The filtered signal is reconstructed from the set of filtered scales through the inverse WT. A comparison with the Wiener filter proved that the wavelet filtering performed better in passing the useful high-frequency data from the QRS terminal part. The denoising results obtained on real signals were similar with 0.6 /spl mu/V root-mean-square noise endpoint signal averaged ECG.
Keywords :
Gaussian noise; correlation methods; electrocardiography; filtering theory; inverse problems; medical signal processing; signal reconstruction; signal resolution; splines (mathematics); statistical analysis; wavelet transforms; white noise; QRS terminal part; convolution; coronary disease patients; correlation; denoising results; filtered scales; filtered signal; filtering algorithm; high resolution ECG; high resolution electrocardiogram; high-frequency data; inverse WT; quadratic spline wavelet; real signals; root-mean-square noise endpoint signal averaged ECG; row signal; selective noise filtering; small scale data; time-scale decomposition; wavelet coefficients; wavelet transform; white gaussian noise; Discrete wavelet transforms; Electrocardiography; Filtering; Gaussian noise; Noise figure; Noise level; Signal processing; Signal resolution; Testing; Wavelet transforms;
Conference_Titel :
Computers in Cardiology, 1996
Conference_Location :
Indianapolis, IN, USA
Print_ISBN :
0-7803-3710-7
DOI :
10.1109/CIC.1996.542617