An effective coding technique for the compression of one-dimensional signals using wavelet transforms

被引:31
作者
Abo-Zahhad, M [1 ]
Rajoub, BA
机构
[1] Yarmouk Univ, Hiijawi Fac Engn Technol, Dept Elect Engn, Irbid, Jordan
[2] Yarmouk Univ, Hiijawi Fac Engn Technol, Dept Commun Engn, Irbid, Jordan
关键词
compression of one-dimensional signals; coding techniques; wavelet transforms;
D O I
10.1016/S1350-4533(02)00004-8
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper introduces an effective technique for the compression of one-dimensional signals using wavelet transforms. It is based on generating a binary stream of 1s and 0s that encodes the wavelet coefficients structure (i.e., encodes the locations of zero and nonzero coefficients). A new coding algorithm, similar to the run length encoding, has been developed for the compression of the binary stream. The compression performances of the technique are measured using compression ratio (CR) and percent root-mean square difference (PRD) measures. To assess the technique properly we have evaluated the effect of signal length, threshold levels selection and wavelet filters on the quality of the reconstructed signal. The effect of finite word length representation on the compression ratio and PRD is also discussed. The technique is tested for the compression of normal and abnormal electrocardiogram (ECG) signals. The performance parameters of the proposed coding algorithm are measured and compression ratios of 19:1 and 45:1 with PRDs of 1% and 2.8% are achieved, respectively. At the receiver end, the received signal is decoded and inverse transformed before being processed. Finally, the merits and demerits of the technique are discussed. (C) 2002 IPEM. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:185 / 199
页数:15
相关论文
共 24 条
[1]  
AASE SO, 1998, P 3 BIANN IEEE NORD
[2]  
Abo-Zahhad M, 2000, ICECS 2000: 7TH IEEE INTERNATIONAL CONFERENCE ON ELECTRONICS, CIRCUITS & SYSTEMS, VOLS I AND II, P599, DOI 10.1109/ICECS.2000.911611
[3]   ECG data compression using optimal non-orthogonal wavelet transform [J].
Ahmed, SM ;
Al-Shrouf, A ;
Abo-Zahhad, M .
MEDICAL ENGINEERING & PHYSICS, 2000, 22 (01) :39-46
[4]  
BIRAN A, 1995, MATLAB ENG
[5]   Wavelet packet-based compression of single lead ECG [J].
Bradie, B .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1996, 43 (05) :493-501
[6]   Wavelets: The mathematical background [J].
Cohen, A ;
Kovacevic, J .
PROCEEDINGS OF THE IEEE, 1996, 84 (04) :514-522
[7]  
Daubechies I., 1992, SIAM CBMS NSF REGION
[8]  
DJOHAN A, 1997, IEEE 17 ANN C ENG ME, V1, P167
[9]   Adapting to unknown smoothness via wavelet shrinkage [J].
Donoho, DL ;
Johnstone, IM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (432) :1200-1224
[10]  
Gersho A., 1992, VECTOR QUANTIZATION