DocumentCode
678811
Title
Fractional Lower Order Moment (FLOM)-Based Adaptive Algorithm with Data-Reusing for Active Noise Control of Impulsive Sources
Author
Akhtar, Muhammad Tahir
Author_Institution
Univ. for Electro-Commun., Chofu, Japan
fYear
2013
fDate
2-5 Dec. 2013
Firstpage
31
Lastpage
37
Abstract
This paper deals with active noise control (ANC) for impulsive noise sources being modeled using non-Gaussian stable process. The filtered-x-LMS (FxLMS) algorithm is based on minimization of the variance of the error signal, and becomes unstable for impulsive noise. The filtered-x least mean p-power (FxLMP) algorithm - based on minimizing the fractional lower order moment (FLOM) - gives robust performance for impulsive ANC; however, its convergence speed is very slow. This paper proposes modifying and employing a generalized normalized LMP (GNLMP) algorithm for impulsive ANC. The proposed approach is based on data-reusing (DR) type adaptive algorithm. The main idea is to improve the stability by efficiently normalizing the step-size, and improve the convergence speed by reusing the recent data. Extensive simulations are carried out, which demonstrate the effectiveness of the proposed algorithm in comparison with the existing algorithms.
Keywords
acoustic noise; acoustic signal processing; active noise control; adaptive filters; impulse noise; DR type adaptive algorithm; FLOM-based adaptive algorithm; FxLMP algorithm; FxLMS algorithm; GNLMP algorithm; active noise control; convergence speed; data-reusing type adaptive algorithm; error signal; filtered-x least mean p-power algorithm; filtered-x-LMS algorithm; fractional lower order moment; generalized normalized LMP algorithm; impulsive ANC; impulsive noise sources; nonGaussian stable process; variance minimization; Adaptive algorithms; Convergence; Finite impulse response filters; Microphones; Noise; Robustness; Standards; active noise control; data-reusing; fractional lower order moment (FLOM); generalized LMP algorithm; non-gaussian stable processes;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal-Image Technology & Internet-Based Systems (SITIS), 2013 International Conference on
Conference_Location
Kyoto
Type
conf
DOI
10.1109/SITIS.2013.17
Filename
6727166
Link To Document