Sign subband adaptive filter with l1-norm minimisation-based variable step-size

被引:36
作者
Kim, J. H. [1 ]
Chang, J. -H. [1 ]
Nam, S. W. [1 ]
机构
[1] Hanyang Univ, Dept Elect Engn, Seoul 133791, South Korea
基金
新加坡国家研究基金会;
关键词
adaptive filters; convex programming; minimisation; a""(1)-norm minimisation-based variable step-size; variable step-size sign subband adaptive filter; VSS-SSAF; nondifferentiable convex problem; impulsive interferences;
D O I
10.1049/el.2013.2011
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
A new variable step-size sign subband adaptive filter (VSS-SSAF), not requiring any a priori information, is proposed by minimising the (1)-norm of the subband a posteriori error under a box-constraint on the step-size. In addition, an efficient numerical procedure for updating its VSS is introduced to solve the non-differentiable convex problem. The proposed algorithm provides comparable or better convergence performance, when compared with the recent VSS-SSAF (minimising the mean-squares deviation with a priori knowledge of noise variance) or other conventional algorithms aimed at robustness against impulsive interferences.
引用
收藏
页码:1325 / 1326
页数:2
相关论文
共 5 条
[1]  
Lee K.A., 2009, Subband Adaptive Filtering: Theory and Implementation
[2]   Inherent decorrelating and least perturbation properties of the normalized subband adaptive filter [J].
Lee, Kong A. ;
Gan, Woon S. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2006, 54 (11) :4475-4480
[3]   Variable regularisation parameter sign subband adaptive filter [J].
Ni, J. ;
Li, F. .
ELECTRONICS LETTERS, 2010, 46 (24) :1605-1606
[4]  
Shao T., 2010, IEEE SIGNAL PROCESS, V17, P327
[5]   Variable Step-Size Sign Subband Adaptive Filter [J].
Shin, JaeWook ;
Yoo, JinWoo ;
Park, PooGyeon .
IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (02) :173-176