Factorized All-Pass Based IIR Adaptive Notch Filters

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 introduces 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.

[1]  Maciej Niedzwiecki,et al.  Tracking analysis of a generalized adaptive notch filter , 2006, IEEE Transactions on Signal Processing.

[2]  Nam Ik Cho,et al.  Tracking analysis of an adaptive lattice notch filter , 1995 .

[3]  Mounir Ghogho,et al.  Adaptive MLSE receiver over rapidly fading channels , 2000, Signal Process..

[4]  Peter Händel,et al.  Two algorithms for adaptive retrieval of slowly time-varying multiple cisoids in noise , 1995, IEEE Trans. Signal Process..

[5]  M. Niedzwiecki,et al.  Generalized adaptive notch and comb filters for identification of quasi-periodically varying systems , 2005, IEEE Transactions on Signal Processing.

[6]  P. Kumar,et al.  Theory and practice of recursive identification , 1985, IEEE Transactions on Automatic Control.

[7]  Tung Ng,et al.  Some aspects of an adaptive digital notch filter with constrained poles and zeros , 1987, IEEE Trans. Acoust. Speech Signal Process..

[8]  Petre Stoica,et al.  Performance analysis of an adaptive notch filter with constrained poles and zeros , 1988, IEEE Trans. Acoust. Speech Signal Process..

[9]  Steven Kay,et al.  A Fast and Accurate Single Frequency Estimator , 2022 .

[10]  Peter Händel,et al.  Tracking analysis of an adaptive notch filter with constrained poles and zeros , 1994, IEEE Trans. Signal Process..

[11]  Kenneth W. Martin,et al.  A second-order hyperstable adaptive filter for frequency estimation , 1993 .

[12]  Steven Kay,et al.  Accurate frequency estimation at low signal-to-noise ratio , 1984 .

[13]  S.C.D. Roy,et al.  Design of IIR multiple notch filters based on all-pass filters , 1999 .

[14]  Arye Nehorai,et al.  Comparative study of four adaptive frequency trackers , 1997, IEEE Trans. Signal Process..

[15]  Nam Ik Cho,et al.  Suppression of narrow-band interference in DS-spread spectrum systems using adaptive IIR notch filter , 2002, Signal Process..

[16]  Phillip A. Regalia,et al.  An improved lattice-based adaptive IIR notch filter , 1991, IEEE Trans. Signal Process..

[17]  Timo I. Laakso,et al.  Adaptive Steiglitz-McBride notch filter design for radio interference suppression in VDSL systems , 2001, GLOBECOM'01. IEEE Global Telecommunications Conference (Cat. No.01CH37270).

[18]  Georgios B. Giannakis,et al.  Modelling and equalization of rapidly fading channels , 1996 .

[19]  P. Vaidyanathan,et al.  The digital all-pass filter: a versatile signal processing building block , 1988, Proc. IEEE.

[20]  B. Widrow,et al.  Adaptive noise cancelling: Principles and applications , 1975 .

[21]  Arye Nehorai A minimal parameter adaptive notch filter with constrained poles and zeros , 1985, IEEE Trans. Acoust. Speech Signal Process..

[22]  K. Martin,et al.  Adaptive detection and enhancement of multiple sinusoids using a cascade IIR filter , 1988, 1988., IEEE International Symposium on Circuits and Systems.

[23]  Sang Uk Lee,et al.  On the adaptive lattice notch filter for the detection of sinusoids , 1993 .

[24]  O. Agamennoni,et al.  On orthogonal realizations for adaptive IIR filters , 2000, Int. J. Circuit Theory Appl..