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 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | 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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ISSN: | 0278-081X 1531-5878 |
DOI: | 10.1007/s00034-019-01209-8 |