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

被引:7
|
作者
Abadi, Mohammad Shams Esfand [1 ]
Mesgarani, Hamid [2 ]
Khademiyan, Seyed Mahmoud [2 ]
机构
[1] Shahid Rajaee Teacher Training Univ, Fac Elect Engn, POB 16785-163, Tehran, Iran
[2] Shahid Rajaee Teacher Training Univ, Dept Appl Math, POB 16785-163, Tehran, Iran
关键词
Adaptive filters; Affine projection sign algorithm (APSA); Variable step size; l(1) and l(2)-norm minimization; Impulsive noise interference; PARAMETER-ESTIMATION;
D O I
10.1007/s00034-019-01209-8
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
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.
引用
收藏
页码:1471 / 1488
页数:18
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