DocumentCode :
1050767
Title :
Minimax Design of IIR Digital Filters Using SDP Relaxation Technique
Author :
Jiang, Aimin ; Kwan, Hon Keung
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Windsor, Windsor, ON, Canada
Volume :
57
Issue :
2
fYear :
2010
Firstpage :
378
Lastpage :
390
Abstract :
This paper presents a new algorithm using semidefinite programming (SDP) relaxation to design infinite impulse response digital filters in the minimax sense. Unlike traditional design algorithms that try to directly minimize the error limit, the proposed algorithm employs a bisection searching procedure to locate the minimum error limit of the approximation error. Given a fixed error limit at each iteration, the SDP relaxation technique is adopted to formulate the design problem in a convex form. In practice, the true minimax design cannot be always obtained. Thus, a regularized feasibility problem is adopted in the bisection searching procedure. The stability of the designed filters can also be guaranteed by adjusting the regularization coefficient. Unlike other sequential design methods, the proposed algorithm tries to find a feasible solution at each iteration of the sequential design procedure within a feasible set defined by the relaxed constraints. This feasible set is not restricted within the neighborhood of a given point obtained from the previous iteration. Thus, the proposed method can avoid being trapped in the locally minimum point. Four examples are presented in this paper to demonstrate the effectiveness of the proposed method.
Keywords :
IIR filters; iterative methods; sequential estimation; IIR digital filters; SDP relaxation technique; bisection searching procedure; infinite impulse response; iteration; minimax design; regularization coefficient; semidefinite programming relaxation; sequential design methods; Bisection searching procedure; infinite impulse response (IIR) digital filter; minimax design; rank minimization; semidefinite programming (SDP) relaxation; trace approximation;
fLanguage :
English
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
Publisher :
ieee
ISSN :
1549-8328
Type :
jour
DOI :
10.1109/TCSI.2009.2023770
Filename :
5061542
Link To Document :
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