采用级联结构的自适应IIR滤波

Bhaskar D. Rao
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引用次数: 18

摘要

本文研究了利用级联形式的滤波器结构实现自适应IIR滤波器。提出了一种有效的梯度计算格式。这大大简化了自适应IIR滤波器级联实现的自适应算法的复杂性。探讨了自适应级联滤波器的收敛性,以及通过交替混合形式实现降低计算复杂度的问题。本文还考虑了级联IIR自适应滤波器在窄带/正弦噪声信号增强中的应用。给出了模拟结果来支持观测结果。
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Adaptive IIR filtering using cascade structures
This paper studies the use of cascade form filter structures for implementing adaptive IIR filters. An efficient scheme for the computation of the gradient is developed. This greatly simplifies the complexity of the adaptive algorithms for cascade implementation of adaptive IIR filters. Issues related to the convergence of the adaptive cascade filter, and computational complexity reduction via alternate mixed form implementations are explored. The application of the cascade IIR adaptive filter for enhancing narrowband/sinusoidal signals in noise is also considered. Simulation results are presented to support the observations.<>
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