波形匹配小波设计及其在信号数据压缩中的应用
doi: 10.3724/SP.J.1146.2006.00477
Signal Compression and Design of Wavelet Based on Waveform Matching
-
摘要: 小波变换被广泛应用于信号数据压缩领域,如何选择小波基,达到用稀疏系数最优表示信号是提高压缩比的关键问题之一。该文提出了选用与信号波形最优相似的小波基压缩一维信号,并提出了构造此类小波基的方法。利用结构化小波滤波器组以及新的波形相似准则,给出了构造最优匹配小波基函数的算法。将此小波应用于一维信号数据压缩,结果表明,与其它的小波相比,所构造的最优匹配小波对信号具有更好的压缩性能,说明文中提出的方法是有效可行的。
-
关键词:
- 小波构造;匹配小波;滤波器组;数据压缩
Abstract: Wavelet transform is widely used in data compression. How to choice the best wavelet base is a key point for improving the compression ratio. In ths paper, a idea of using wavelet base functions matching to signal which need to be compressed is put forward. A waveform matching criteria for contructing matche wavelets, which it used to compress the one-dimension signal, is given. The wavelet filter is constructed with an structuring filter banks and the criteria,and an example of compressing a one-dimension signal is presented. Compared with other wavelet filters, the matched wavelet filter is able to improve the performance of signal compression. -
[1] Mallat S G, et al.. Matching pursuits with time-frequency dictionaries[J].IEEE Trans. on Signal Processing.1993, 41(12):3397-3415 [2] Krim H, et al.. On denoising and best signal representation[J].IEEE Trans.on Information Theory.1999, 45(7):2225-2238 [3] Chapa O, et al.. Algorithm for designing wavelets to match a specified signal[J].IEEE Trans. on Signal Processing.2000, 48(12):3395-3406 [4] Gupta A, Joshi S D, and Prasad S. On a new approach for estimating wavelet matched to signal. In: Proceeding eighth national conference on communications, Bombay, India. 2002: 180-184. [5] Isar A, and Cubi A, et al.. A new wavelet basis searching method for the compression of smooth signals. In: IEEE international conference on telecommunications, Bucharest, Romania. 2001: 152-158. [6] Cohen A, Daubechies I, and Feauveau J. Biorthogonal bases of compactly supported wavelets. Commun. Pure APPL. 1992, 45(3): 485-560. [7] David B H, et al.. Rationalizing the coefficients of popular biorthogonal wavelet filters[J].IEEE Trans. on Circuits and System for Video Technology.2000, 10(6):998-1005
计量
- 文章访问数: 2880
- HTML全文浏览量: 81
- PDF下载量: 875
- 被引次数: 0