DocumentCode :
2337676
Title :
Wavelet-based ECG compression using dynamic multi-stage vector quantization
Author :
Jeong, Gyu-Hyeok ; Lee, In-Sung
Author_Institution :
Dept. of Radio Eng., Chung-buk Univ., Cheongju
fYear :
2009
fDate :
25-27 May 2009
Firstpage :
2100
Lastpage :
2105
Abstract :
In this paper, an improved wavelet compression algorithm is proposed for electrocardiogram (ECG) signals which is combined with the lifting wavelet transform (WT) and the dynamic multi-stage vector quantization (MS-VQ). The lifting wavelet transformed coefficients in a hierarchical tree order are taken as the components of a vector called a tree vector (TV). Based on the property of wavelet coefficients that gives emphasis to approximation coefficients, the components of a target vector for two stages VQ is differently extracted from different WT subbands. In the first-stage, 32 dimensional TV for crude quantization is extracted in the order of a hierarchical tree from a WT sub-bands except the last sub-band and in the second stage, 64 dimensional code vectors from all WT sub-bands. Each codebook is adaptively updated by the distortion constrained codebook replenishment mechanism (DCCR). The combination of lifting WT and dynamic multi-stage VQ retains feature integrity of the ECG at high compression ratios. Preliminary results indicate that the proposed method excels over previous techniques for high fidelity compression.
Keywords :
electrocardiography; medical signal processing; trees (mathematics); vector quantisation; wavelet transforms; approximation coefficient; dimensional code vector; distortion constrained codebook replenishment mechanism; dynamic multistage vector quantization; electrocardiogram signal encoding; hierarchical tree order; lifting wavelet transform; tree vector; wavelet-based ECG compression; Computational complexity; Electrocardiography; Encoding; Frequency; Power engineering and energy; TV; Vector quantization; Wavelet analysis; Wavelet coefficients; Wavelet transforms; DCCR; ECG compression; lifting wavelet transform; multi-stage vector quantization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics and Applications, 2009. ICIEA 2009. 4th IEEE Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-2799-4
Electronic_ISBN :
978-1-4244-2800-7
Type :
conf
DOI :
10.1109/ICIEA.2009.5138572
Filename :
5138572
Link To Document :
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