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Factorized All-Pass Based IIR Adaptive Notch Filters

机译:基于因子分解的全通IIR自适应陷波滤波器

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摘要

This paper introduces a new family of infinite impulse response adaptive notch filters that forms multiple notches using a second-order factorization of an all-pass transfer function. The new orthogonal realization is amenable for adaptive filtering to obtain the unknown frequencies of interest. Two new adaptive filtering algorithms are presented that can achieve fast convergence at low computational cost. Local convergence analysis for the new algorithms is performed, and a detailed discussion of their properties is provided. The new all-pass based notch realization intro duces a different compromise between bias and signal-to-noise ratio (SNR) when compared with realizations previously reported in the literature. Specifically, it achieves lower bias than other approaches at low SNR. This property is particularly attractive for the estimation and tracking of multiple sinusoids. Furthermore, the bias can be made arbitrarily small or can be accurately estimated and compensated for. Extensive computer simulations are provided to illustrate the performance of the proposed adaptive notch filters in terms of bias, speed of convergence, and tracking capability.
机译:本文介绍了一个新的无限冲激响应自适应陷波滤波器家族,该滤波器使用全通传递函数的二阶分解来形成多个陷波。新的正交实现适合于自适应滤波以获得未知的感兴趣频率。提出了两种新的自适应滤波算法,它们可以以较低的计算成本实现快速收敛。对新算法进行了局部收敛性分析,并详细讨论了它们的性质。与文献中先前报道的实现相比,基于全通的新型陷波实现在偏置和信噪比(SNR)之间引入了不同的折衷方案。具体而言,与其他方法相比,它在低SNR时实现了更低的偏置。该特性对于估计和跟踪多个正弦曲线特别有吸引力。此外,可以使偏差任意小,或者可以准确地估计和补偿偏差。提供了广泛的计算机仿真,以根据偏置,收敛速度和跟踪能力来说明所提出的自适应陷波滤波器的性能。

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