Comparison of optimal recovery based FIR synthesis filters with truncated ideal solutions

S. Cabrera, Sing-Wai Wu, G. Gonzalez
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引用次数: 1

Abstract

The topic of multirate filter banks and their use in subband coding for one-dimensional signals and images remains a very active research area in signal processing. The authors investigate theory and procedures for the problem of obtaining optimal synthesis filters for the recovery of the input from a general multirate filterbank decomposition including nonmaximally-decimated cases. The goals and results of the paper include: to illustrate the nature of the problem; to indicate the unconstrained approaches based on z-transform domain matrix pseudoinverses which usually do not yield causal and stable reconstruction filters; to illustrate an optimal approach that gives constrained-length (CL)FIR filters; to compare the FIR approach to the pseudoinverse filters; and to illustrate the role of a regularization parameter in the solution for the CLFIR filters. The comparison indicates the superiority of the CLFIR reconstruction system over equal length truncated pseudoinverse filters. The authors also find for the CLFIR that increasing the regularization parameter leads to reduced sensitivity to additive errors on the subband samples. On the other hand, the system deviates more from perfect reconstruction as this parameter increases.<>
基于截断理想溶液的最优恢复FIR合成滤波器的比较
多速率滤波器组及其在一维信号和图像子带编码中的应用是信号处理领域中一个非常活跃的研究领域。作者研究了从一般多速率滤波器组分解中恢复输入的最佳合成滤波器问题的理论和程序,包括非最大抽取情况。本文的目标和结果包括:说明问题的性质;指出基于z变换域矩阵伪逆的无约束方法通常不能产生因果和稳定的重构滤波器;举例说明给出约束长度(CL)FIR滤波器的最佳方法;将FIR方法与伪逆滤波器进行比较;并说明正则化参数在CLFIR滤波器解决方案中的作用。对比表明,CLFIR重构系统优于等长截断伪逆滤波器。作者还发现,增加正则化参数会降低CLFIR对子带样本上加性误差的灵敏度。另一方面,随着该参数的增大,系统与完美重构的偏差越大。
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