Robust Variable Step-Size Affine Projection Sign Algorithm Against Impulsive Noises

The present study introduces a robust variable step-size affine projection sign adaptive algorithm (RVSS-APSA) in impulsive noise environments. In the proposed RVSS-APA, the weight coefficients are updated based on the minimization of ℓ 2 -norm of the a posteriori error and the step size changes acc...

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Veröffentlicht in:Circuits, systems, and signal processing systems, and signal processing, 2020-03, Vol.39 (3), p.1471-1488
Hauptverfasser: Shams Esfand Abadi, Mohammad, Mesgarani, Hamid, Khademiyan, Seyed Mahmoud
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Mesgarani, Hamid
Khademiyan, Seyed Mahmoud
description The present study introduces a robust variable step-size affine projection sign adaptive algorithm (RVSS-APSA) in impulsive noise environments. In the proposed RVSS-APA, the weight coefficients are updated based on the minimization of ℓ 2 -norm of the a posteriori error and the step size changes according to the minimization of ℓ 1 -norm of the a posteriori error. This algorithm reduces the steady-state misalignment and increases the convergence rate for colored input signal as well as with or without impulsive noise interference. Also, a new simple reset algorithm is proposed to improve the tracking ability of the introduced algorithm. The simulation results demonstrate a good performance for the proposed algorithm in different situations.
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subjects Adaptive algorithms
Algorithms
Circuits and Systems
Computer simulation
Electrical Engineering
Electronics and Microelectronics
Engineering
Error reduction
Instrumentation
Misalignment
Optimization
Signal,Image and Speech Processing
title Robust Variable Step-Size Affine Projection Sign Algorithm Against Impulsive Noises
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