Combined Regularization Affine Projection Sign Algorithm Against Impulsive Noises

被引:0
|
作者
Lee, Minho [1 ]
Park, Poogyeon [1 ]
机构
[1] Pohang Univ Sci & Technol, Dept Elect Engn, Pohang 37673, South Korea
关键词
Adaptive filter; combined regularization parameter; affine projection sign algorithm; impulsive noise; sigmoidal activation function; PARAMETER; LMS;
D O I
10.23919/iccas47443.2019.8971702
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The affine projection sign algorithm with the regularization parameter has a trade-off problem between the fast convergence and the small steady-state error. In this paper, we propose a combined regularization affine projection sign algorithm to resolve this trade-off. The variable mixing factor is composed of sigmoidal activation function and used to mix two affine projection sign algorithm with different regularization parameters. To make the algorithm be robust to the impulsive noise, the mixing factor is updated indirectly by minimizing the L-1 norm of a priori error. Simulation results show that the proposed algorithm shows better performance than the conventional algorithms.
引用
收藏
页码:418 / 422
页数:5
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