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A Sequential Partial Optimization Algorithm for Minimax Design of Separable-Denominator 2-D IIR Filters

机译:可分离分母二维IIR滤波器Minimax设计的顺序部分优化算法

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A sequential partial optimization method is presented in this paper for the minimax design of two-dimensional infinite impulse response filters with separable denominator. The method converts the minimax design problem into a sequence of smaller subproblems, each updating only one pair of second-order denominator factors. The necessary and sufficient stability triangles for one-dimensional filters are used as the stability constraints on the two-dimensional filters. The first-order Taylor expansion and a trust-region method are used to deal with the nonconvexity of the subproblems and guarantee the convergence of the solution algorithm. By comparing with a corresponding joint optimization method, the sequential partial optimization algorithm is shown to converge faster for filters with relatively high denominator order. This is mainly due to the observation that the trust region to assure the convergence is usually much smaller for the joint optimization method. Moreover, the limit solution of the sequential partial optimization algorithm has been proved to be a Karush–Kuhn–Tucker point of the design problem. Design examples demonstrate that the proposed algorithm has obtained smaller maximum frequency response errors than the competing methods both for filters with separable denominator of the same order and for filters with nonseparable denominator of about the same implementation complexity.
机译:针对分母可分离的二维无限冲激响应滤波器的极小极大设计,本文提出了一种顺序局部优化方法。该方法将极大极小设计问题转换为一系列较小的子问题,每个子问题仅更新一对二阶分母因子。一维滤波器的必要和足够的稳定性三角形用作二维滤波器的稳定性约束。使用一阶泰勒展开和信赖域方法来处理子问题的非凸性并保证求解算法的收敛性。通过与相应的联合优化方法进行比较,显示出顺序部分优化算法对于分母阶数较高的滤波器收敛更快。这主要是由于观察到,对于联合优化方法,确保收敛的信任区域通常要小得多。而且,已经证明了顺序局部优化算法的极限解是设计问题的Karush–Kuhn–Tucker点。设计实例表明,对于具有相同阶次的可分母的滤波器和具有大约相同的实现复杂度的具有不可分母的滤波器,所提出的算法与竞争方法相比,具有较小的最大频率响应误差。

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