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Weighted least-squares method for designing variable fractional delay 2-D FIR digital filters

机译:设计可变分数延迟2-FIR数字滤波器的加权最小二乘法

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摘要

This paper proposes a closed-form weighted least-squares solution for designing variable two-dimensional (2-D) finite-impulse response (FIR) digital filters with continuously variable 2-D fractional delay responses. First, the coefficients of the variable 2-D transfer function are represented by using the polynomials of a pair of fractional delays (p/sub 1/, p/sub 2/). Then the weighted squared-error function of the variable 2-D frequency response is derived without sampling the two frequencies (/spl omega//sub 1/, /spl omega//sub 2/) and two fractional delays (p/sub 1/, p/sub 2/), which leads to a significant reduction in computational complexity. With the assumption that the overall weighting function is separable and stepwise, the design problem is reduced to the minimization of the weighted squared-error function. Based on the error function, the closed-form optimal solutions for the coefficient matrices of the variable 2-D transfer function can be determined through solving a pair of matrix equations. In addition, Cholesky decomposition is applied to the final closed-form expressions in order to avoid some numerical instability problem. An example is given to illustrate the effectiveness of the proposed design method.
机译:本文提出了一种封闭形式的加权最小二乘解,用于设计具有连续可变的二维分数延迟响应的可变二维(2-D)有限脉冲响应(FIR)数字滤波器。首先,通过使用一对分数延迟(p / sub 1 /,p / sub 2 /)的多项式来表示可变2-D传递函数的系数。然后,无需对两个频率(/ spl omega // sub 1 /,/ spl omega // sub 2 /)和两个小数延迟(p / sub 1)进行采样,即可得出可变二维频率响应的加权平方误差函数。 /,p / sub 2 /),从而大大降低了计算复杂度。假设总体加权函数是可分离的和逐步的,则设计问题将减少到加权平方误差函数的最小化。基于误差函数,可以通过求解一对矩阵方程来确定变量二维传递函数的系数矩阵的闭式最优解。另外,将Cholesky分解应用于最终的封闭形式表达式,以避免出现一些数值不稳定性问题。举例说明了所提出设计方法的有效性。

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