DocumentCode
1146733
Title
Multichannel affine and fast affine projection algorithms for active noise control and acoustic equalization systems
Author
Bouchard, Martin
Author_Institution
Sch. of Inf. Technol. & Eng., Univ. of Ottawa, Ont., Canada
Volume
11
Issue
1
fYear
2003
fDate
1/1/2003 12:00:00 AM
Firstpage
54
Lastpage
60
Abstract
In the field of adaptive signal processing, it is well known that affine projection algorithms or their low-computational implementations fast affine projection algorithms can produce a good tradeoff between convergence speed and computational complexity. Although these algorithms typically do not provide the same convergence speed as recursive-least-squares algorithms, they can provide a much improved convergence speed compared to stochastic gradient descent algorithms, without the high increase of the computational load or the instability often found in recursive-least-squares algorithms. In this paper, multichannel affine and fast affine projection algorithms are introduced for active noise control or acoustic equalization. Multichannel fast affine projection algorithms have been previously published for acoustic echo cancellation, but the problem of active noise control or acoustic equalization is a very different one, leading to different structures, as explained in the paper. The computational complexity of the new algorithms is evaluated, and it is shown through simulations that not only can the new algorithms provide the expected tradeoff between convergence performance and computational complexity, they can also provide the best convergence performance (even over recursive-least-squares algorithms) when nonideal noisy acoustic plant models are used in the adaptive systems.
Keywords
FIR filters; acoustic signal processing; active noise control; adaptive signal processing; computational complexity; convergence of numerical methods; equalisers; least squares approximations; stochastic processes; acoustic echo cancellation; acoustic equalization; acoustic equalization systems; active noise control; adaptive FIR filters; adaptive signal processing; adaptive systems; computational complexity; convergence performance; convergence speed; low-computational implementations; multichannel affine projection algorithm; multichannel fast affine projection algorithms; noisy acoustic plant models; recursive least squares algorithms; recursive-least-squares algorithms; simulations; stochastic gradient descent algorithms; Acoustic noise; Active noise reduction; Adaptive signal processing; Computational complexity; Control systems; Convergence; Noise cancellation; Projection algorithms; Signal processing algorithms; Stochastic resonance;
fLanguage
English
Journal_Title
Speech and Audio Processing, IEEE Transactions on
Publisher
ieee
ISSN
1063-6676
Type
jour
DOI
10.1109/TSA.2002.805642
Filename
1179378
Link To Document