Title :
An efficient matrix-based algorithm for the WLS design of 2-D FIR filters with centrally symmetric or antisymmetric response
Author :
Zhao, Ruijie ; Hong, Xiaoying
Author_Institution :
School of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, 264209, P.R. China
Abstract :
A new matrix-based algorithm is presented for the weighted least squares (WLS) design problem of two-dimensional (2-D) finite impulse response (FIR) filters with centrally (anti)symmetric response. Firstly, the optimality condition of such optimization problem is obtained and expressed as a pair of matrix equations involving two matrix variables. Then, by introducing a parameter, we develop a matrix-based iterative algorithm to solve the optimality condition equations. Further, the convergence of the algorithm is established by using linear operators theory. Because matrix iterative operations are used and the coefficients of filters are in their natural matrix forms, great savings in computations and memory space required are achieved. Finally, a design example and comparisons to existing methods are provided to illustrate the effectiveness and efficiency of the proposed algorithm.
Keywords :
Algorithm design and analysis; Convergence; Finite impulse response filters; Iterative methods; Nickel; Signal processing algorithms; Symmetric matrices; 2-D FIR Filter; Centrally Symmetric or Antisymmetric Response; Matrix-based algorithm; Weighted Least Squares Design;
Conference_Titel :
Control Conference (CCC), 2015 34th Chinese
Conference_Location :
Hangzhou, China
DOI :
10.1109/ChiCC.2015.7260365