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An efficient matrix-based algorithm for the WLS design of 2-D FIR filters with centrally symmetric or antisymmetric response

机译:基于中心矩阵或反对称响应的二维FIR滤波器WLS设计的基于矩阵的高效算法

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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.
机译:针对具有中心(反)对称响应的二维(2-D)有限冲激响应(FIR)滤波器的加权最小二乘(WLS)设计问题,提出了一种新的基于矩阵的算法。首先,获得此类优化问题的最优条件,并将其表示为包含两个矩阵变量的一对矩阵方程。然后,通过引入一个参数,我们开发了一种基于矩阵的迭代算法来求解最优性条件方程。此外,利用线性算子理论建立了算法的收敛性。由于使用了矩阵迭代运算,并且滤波器的系数采用其自然矩阵形式,因此可以大大节省计算量和所需的存储空间。最后,提供了一个设计实例并与现有方法进行了比较,以说明所提出算法的有效性和效率。

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