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A Recursive Method for the Approximation of LTI Systems Using Subband Processing

机译:使用子带处理近似LTI系统的递归方法

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摘要

Using the subband technique, an LTI system can be implemented by the composition of an analysis filterbank, followed by a transfer matrix (subband model) and a synthesis filterbank. The advantage of this approach is that it offers a good tradeoff between latency and computational complexity. In this paper we propose an optimization method for approximating an LTI system using the subband technique. The proposed method includes optimal allocation of parameters from different FIR entries of the subband model, while keeping constant the total number of parameters, for a better utilization of the available coefficients. The optimization is done in a weighted least-squares sense considering either linear or logarithmic amplitude scale. Simulation results demonstrate the advantages of the proposed method when compared with classical implementation approaches using pole-zero transfer functions or segmented FFT algorithms.
机译:使用子带技术,LTI系统可以通过分析滤波器组,随后的传输矩阵(子带模型)和合成滤波器组的组成来实现。这种方法的优势在于,它在延迟和计算复杂度之间提供了很好的折衷方案。在本文中,我们提出了一种使用子带技术逼近LTI系统的优化方法。所提出的方法包括从子带模型的不同FIR条目中优化分配参数,同时保持参数总数不变,以更好地利用可用系数。考虑线性或对数幅度标度,在加权最小二乘意义上进行优化。与使用零极点传递函数或分段FFT算法的经典实现方法相比,仿真结果证明了该方法的优点。

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