Recursive implementation of constrained LMS L-filters for image restoration

被引:13
作者
Chen, T [1 ]
Wu, HR [1 ]
机构
[1] Monash Univ, Sch Comp Sci & Software Engn, Clayton, Vic 3168, Australia
关键词
L-filters; recursive filtering; LMS optimization;
D O I
10.1016/S0165-1684(01)00010-X
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
This paper addresses the problem of designing recursive L-filters optimized by the least mean square (LMS) algorithm. The sorting operation brings in nonlinear behaviour into the L-filter structure, and thus it hampers the derivation of a closed-form solution for optimizing the weights suited to recursive LMS L-filters. An alternative training strategy is proposed to iteratively derive the weighting coefficients for recursive L-filters. Simulations conducted show the advantage of the recursive L-filter over its nonrecursive counterpart in suppressing image noise. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1101 / 1107
页数:7
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