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