Robust adaptive algorithm for active control of impulsive noise

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作者
Alina Mirza
Ayesha Zeb
Shahzad Amin Sheikh
机构
[1] National University of Sciences and Technology,Department of Electrical Engineering, College of Electrical and Mechanical Engineering
关键词
Impulsive noise; Active noise control; Stable distribution; Step size; FxLMS; SSRLS; MNR;
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摘要
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.
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