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A Note on Constrained Least Squares Design of M-D FIR Filter Based on Convex Projection Techniques

机译:基于凸投影技术的M-D FIR滤波器的约束最小二乘设计的注记

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摘要

Recently, a great deal of effort has been devoted to the design problem of "constrained least squares M-D FIR filter" because a significant improvement of the squared error is expected by a slight relaxation of the minimax error condition. Unfortunately, no design method has been reported, which has some theoretical guarantee of the convergence to the optimal so lution. In this paper, we propose a class of novel design methods of "constrained least squares M-D FIR filter." The most remark- able feature is that all of the proposed methods have theoretical guarantees of convergences to the unique optimal solution under any consistent set of prescribed maximal error conditions.
机译:近来,由于“最小二乘方M-D FIR滤波器”的设计问题已经投入了大量的精力,因为期望通过略微减小最小极大误差条件来期望平方误差的显着改善。不幸的是,没有设计方法的报道,这为收敛到最佳解决方案提供了理论上的保证。在本文中,我们提出了一类新颖的“约束最小二乘M-D FIR滤波器”设计方法。最显着的特征是,所有提出的方法在理论上都保证在规定的最大误差条件的任何一致集合下都可以收敛到唯一的最优解。

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