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- Category: Circuits and Systems II
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Combined-Step-Size Affine Projection Sign Algorithm for Robust Adaptive Filtering in Impulsive Interference Environments
PROJECT TITLE :
Combined-Step-Size Affine Projection Sign Algorithm for Robust Adaptive Filtering in Impulsive Interference Environments
ABSTRACT:
This brief proposes a combined-step-size (CSS) affine projection sign algorithm (APSA) to improve the poor tracking capability of the standard variable-step-size APSA. To realize a sensible tracking capability, the variable mixing factor of the proposed CSS-APSA is investigated by using a modified sigmoidal activation function. Meanwhile, the variable mixing factor is indirectly updated by minimizing the $L_one$-norm of the system error to ensure robustness within the presence of non-Gaussian impulsive interferences. The smart performance of the proposed CSS-APSA is demonstrated within the system identification and echo cancellation scenarios that include the impulsive interferences.
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