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 :
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