Title :
Efficient Design of Cosine-Modulated Filter Banks via Convex Optimization
Author :
Kha, Ha Hoang ; Tuan, Hoang Duong ; Nguyen, Truong Q.
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW
fDate :
3/1/2009 12:00:00 AM
Abstract :
This paper presents efficient approaches for designing cosine-modulated filter banks with linear phase prototype filter. First, we show that the design problem of the prototype filter being a spectral factor of 2M th-band filter is a nonconvex optimization problem with low degree of nonconvexity. As a result, the nonconvex optimization problem can be cast into a semi-definite programming (SDP) problem by a convex relaxation technique. Then the reconstruction error is further minimized by an efficient iterative algorithm in which the closed-form expression is given in each iteration. Several examples are given to illustrate the effectiveness of the proposed method over the existing ones.
Keywords :
FIR filters; channel bank filters; iterative methods; optimisation; FIR filters; convex optimization; convex relaxation; cosine-modulated filter banks; iterative process; linear phase prototype filter; reconstruction error; semi-definite programming; spectral factor; Convex optimization; cosine-modulated filter bank; prototype filter; semidefinite programming;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2008.2009268