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A new hybrid descent method with application to the optimal design of finite precision FIR filters

机译:一种新的混合下降法在有限精度FIR滤波器的优化设计中的应用

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摘要

In this paper, the problem of the optimal design of discrete coefficient FIR filters is considered. A novel hybrid descent method, consisting of a simulated annealing algorithm and a gradient-based method, is proposed. The simulated annealing algorithm operates on the space of orthogonal matrices and is used to locate descent points for previously converged local minima. The gradient-based method is derived from converting the discrete problem to a continuous problem via the Stiefel manifold, where convergence can be guaranteed. To demonstrate the effectiveness of the proposed hybrid descent method, several numerical examples show that better discrete filter designs can be sought via this hybrid descent method.
机译:本文考虑了离散系数FIR滤波器的优化设计问题。提出了一种新的混合下降法,该方法由模拟退火算法和基于梯度的方法组成。模拟的退火算法在正交矩阵的空间上运行,并用于为先前收敛的局部最小值定位下降点。基于梯度的方法是通过Stiefel流形将离散问题转换为连续问题而得到的,可以保证收敛。为了证明所提出的混合下降方法的有效性,几个数值示例表明,可以通过这种混合下降方法寻求更好的离散滤波器设计。

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