JOURNAL ARTICLE

Robust adaptive algorithm for active control of impulsive noise

Alina MirzaAyesha ZebShahzad Amin Sheikh

Year: 2016 Journal:   EURASIP Journal on Advances in Signal Processing Vol: 2016 (1)   Publisher: Springer Science+Business Media

Abstract

Active noise control (ANC) systems employing adaptive filters suffer from stability issues in the presence of impulsive noise. To overcome this limitation, new methods must be investigated. In this paper, we propose the filtered-x state-space recursive least square (FxSSRLS), an SSRLS-based practical and adaptive algorithm for ANC. Computer simulations are executed to verify the enhanced performance of the FxSSRLS algorithm. Symmetric α-stable (SαS) distributions are used to model impulsive noise. The results show that the proposed FxSSRLS algorithm is more robust in eliminating high-peaked impulses than the recently reported algorithms for ANC applications. Moreover, the suggested solution exhibits better stability and faster convergence, without jeopardizing the performance of the proposed solution in terms of residual noise suppression in the presence of impulses.

Keywords:
Active noise control Noise (video) Computer science Stability (learning theory) Convergence (economics) Algorithm Control theory (sociology) Impulse noise Adaptive filter Adaptive control State space Residual Control (management) Mathematics Noise reduction Artificial intelligence

Metrics

10
Cited By
0.60
FWCI (Field Weighted Citation Impact)
30
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Adaptive Filtering Techniques
Physical Sciences →  Engineering →  Computational Mechanics
Power Line Communications and Noise
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Blind Source Separation Techniques
Physical Sciences →  Computer Science →  Signal Processing

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