DocumentCode :
48987
Title :
Exact LTP Representation of the Generalized Periodic-Reference FxLMS Algorithm
Author :
Haarnoja, T. ; Tammi, Kari ; Zenger, Kai
Author_Institution :
Mech. Eng. Solutions, VTT Tech. Res. Centre of Finland, Espoo, Finland
Volume :
62
Issue :
1
fYear :
2014
fDate :
Jan.1, 2014
Firstpage :
121
Lastpage :
130
Abstract :
The analysis of the Filtered-x Least Mean Square (FxLMS) algorithm can be based either on a stochastic or deterministic approach. One of the drawbacks of the stochastic analysis is that it relies on several assumptions which are not justified if the reference signal is time periodic. To overcome these limitations, several deterministic methods have been suggested. However, useful results have been reported only for setups with certain filter length, secondary path model, or reference signal. In this paper, an exact Linear Time-Periodic (LTP) representation is proposed assuming only that the reference is synchronously-sampled. The representation is derived for a general FxLMS system, which also covers the multichannel topology of several parallel filters and its common narrowband modification. The representation is found to have a Linear Time-Invariant (LTI) form if the filter length is suitably chosen. The usability of the method is demonstrated in a numerically computed example by comparing it to an approximate LTI model.
Keywords :
active noise control; telecommunication network topology; LTI form; approximate LTI model; deterministic methods; exact LTP representation; exact linear time periodic representation; filter length; filtered-x least mean square algorithm; general FxLMS system; generalized periodic reference FxLMS algorithm; linear time invariant; multichannel topology; narrowband modification; reference signal; secondary path model; stochastic analysis; Algorithm design and analysis; Least squares approximations; Narrowband; Noise; Signal processing algorithms; Stochastic processes; Topology; Active noise control (ANC); convergence analysis; convergent control (CC); filtered-x least mean square (FxLMS); higher harmonic control (HHC); multichannel FxLMS; narrowband FxLMS; state-space representation;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2013.2285513
Filename :
6630125
Link To Document :
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