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Transient and steady-state analysis of filtered-X affine projection algorithms

A. CARINI
•
SICURANZA, GIOVANNI
2006
  • journal article

Periodico
IEEE TRANSACTIONS ON SIGNAL PROCESSING
Abstract
This paper provides an analysis of transient and steady-state behavior of different filtered-x affine projection algorithms. Algorithms suitable for single-channel and for multichannel active noise controllers are treated within a unified framework. Very mild assumptions are posed on the active noise control system model, which is only required to have a linear dependence of the output from the filter coefficients. Therefore, the analysis applies not only to the linear finite impulse response models but also to nonlinear Volterra filters, i.e., polynomial filters, and other nonlinear filter structures. The convergence analysis presented in this paper relies on energy conservation arguments and does not apply the independence theory, nor does it impose any restriction to the signal distributions. It is shown in the paper that filtered-x affine projection algorithms always provide a biased estimate of the minimum mean square solution. Nevertheless, in many cases, the bias is small and therefore these algorithms can be profitably applied to active noise control.
DOI
10.1109/TSP.2005.861755
WOS
WOS:000234811800023
Archivio
http://hdl.handle.net/11368/2933848
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-31344440339
Diritti
metadata only access
Web of Science© citazioni
34
Data di acquisizione
Mar 6, 2024
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