DocumentCode
698231
Title
Multi-input multi-output fast QR decomposition algorithm for active noise control
Author
Shoaib, Mobien ; Werner, Stefan ; Apolinrio, Jose A. ; Alshebieli, Saleh A.
Author_Institution
Dept. of Sig. Proc. & Acoust., Helsinki Univ. of Technol., Espoo, Finland
fYear
2009
fDate
24-28 Aug. 2009
Firstpage
1745
Lastpage
1749
Abstract
Fast QR-decomposition based recursive least-squares (FQRD-RLS) algorithms are known for their good numerical properties and low computational complexity. However, they have so far not been used in active noise control (ANC) because the general implementation would require multiple-input multiple-output (MIMO) FQRD-RLS algorithms, which are currently not available in the technical literature. Another reason is the lack of an explicit weight vector update equation in the FQRD-RLS algorithms, which prevents their use in structures where a copy of the coefficients is filtering a different input sequence than that of the adaptive filter, e.g., the modified filtered-x ANC (MFX-ANC) structure. In this paper, we derive a MIMO-FQRD-RLS algorithm based on backward prediction error updates. The proposed algorithm is applied to a multichannel MFX-ANC structure. We show how to avoid the explicit use of the weight vector in the MFX-ANC structure by reproducing the filtered-x signal from the internal variables of the proposed algorithm. Simulation results confirm that the learning curves of the MIMO-FQRD-RLS algorithm are identical to those obtained by the QRD-RLS algorithm.
Keywords
MIMO systems; active noise control; adaptive filters; least mean squares methods; vectors; FQRD-RLS algorithm; MIMO algorithm; active noise control; adaptive filter; backward prediction error updates; fast QR decomposition; multichannel MFX-ANC structure; multiinput multioutput algorithm; recursive least-squares; weight vector; Abstracts; Adaptive filters;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing Conference, 2009 17th European
Conference_Location
Glasgow
Print_ISBN
978-161-7388-76-7
Type
conf
Filename
7077806
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