DocumentCode
763500
Title
Analysis of the filtered-X LMS algorithm and a related new algorithm for active control of multitonal noise
Author
Hinamoto, Yoichi ; Sakai, Hideaki
Author_Institution
Dept. of Syst. Sci., Kyoto Univ., Japan
Volume
14
Issue
1
fYear
2006
Firstpage
123
Lastpage
130
Abstract
In the presence of tonal noise generated by periodic noise source like rotating machines, the filtered-X LMS (FXLMS) algorithm is used for active control of such noises. However, the algorithm is derived under the assumption of slow adaptation limit and the exact analysis of the algorithm is restricted to the case of one real sinusoid in the literature. In this paper, for the general case of arbitrary number of sources, the characteristic polynomial of the equivalent linear system describing the FXLMS algorithm is derived and a method for calculating the stability limit is presented. Also, a related new algorithm free from the above assumption, which is nonlinear with respect to the tap weights, is proposed. Simulation results show that in the early stage of adaptation the new algorithm gives faster decay of errors.
Keywords
acoustic signal processing; active noise control; filtering theory; least mean squares methods; active noise control; filtered-X LMS algorithm; multitonal noise; periodic noise source; rotating machines; slow adaptation limit; stability limit; tonal noise; Acoustic noise; Active noise reduction; Algorithm design and analysis; Frequency; Least squares approximation; Low-frequency noise; Noise cancellation; Noise generators; Polynomials; Rotating machines; Active noise control; convergence analysis; filtered-X LMS (FXLMS) algorithm; multitonal noise;
fLanguage
English
Journal_Title
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher
ieee
ISSN
1558-7916
Type
jour
DOI
10.1109/TSA.2005.854089
Filename
1561270
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