Variable step-size affine projection sign algorithm using selective input vectors

被引:7
作者
Kim, Seung Hun [1 ]
Jeong, Jae Jin [1 ]
Choi, Jong Hyun [1 ]
Kim, Sang Woo [2 ,3 ]
机构
[1] Pohang Univ Sci & Technol, Dept Elect Engn, Pohang 790784, South Korea
[2] Pohang Univ Sci & Technol, Dept Creat IT Excellence Engn, Pohang 790784, South Korea
[3] Pohang Univ Sci & Technol, Future IT Innovat Lab, Pohang 790784, South Korea
基金
新加坡国家研究基金会;
关键词
Adaptive filter; Affine projection algorithm; Sign algorithm; Projection order; Mean-square deviation;
D O I
10.1016/j.sigpro.2015.04.005
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
Affine projection sign algorithm (APSA) is a useful adaptive filter for a highly correlated input signal in the presence of impulsive noise. In this study, a novel variable step-size APSA is proposed using selective input vectors to achieve both fast convergence rate and low steady-state mean-square deviation (MSD) with low computational cost. The selective input vectors and step size are chosen so as to maximize the theoretical MSD difference derived using Price's theorem. The simulation results show that the proposed algorithm has the fastest convergence rate and lowest steady-state MSD when compared with recent variable step-size APSAs. Moreover, it effectively reduces computational cost. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:151 / 156
页数:6
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