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A modified imperialist competitive algorithm for digital IIR filter design

机译:一种改进的帝国主义竞争算法,用于数字IIR滤波器设计

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摘要

There are two major types of digital filters in terms of structure: infinite impulse response (IIR) and finite impulse response (FIR). Digital IIR filters often provide a much better performance and less computational cost than FIR filters and have become the target of growing interest. Since the problem of the error surface of designing digital IIR filters is generally nonlinear and multimodal, global optimization techniques are required in order to avoid local minima. In this paper, an evolutionary method has been proposed to design digital IIR filters. This method is based on Imperialist Competitive Algorithm (ICA) and by adding a step to the existing steps of ICA, performance of it has been improved in searching solution space and convergence to the global minima. Obtained results from simulation using proposed method and other algorithms show that the proposed method is suitable for designing digital IIR filter. (C) 2015 Elsevier GmbH. All rights reserved.
机译:就结构而言,数字滤波器有两种主要类型:无限脉冲响应(IIR)和有限脉冲响应(FIR)。数字IIR滤波器通常比FIR滤波器提供更好的性能和更少的计算成本,并且已成为人们越来越感兴趣的目标。由于设计数字IIR滤波器的误差面问题通常是非线性和多峰的,因此需要全局优化技术以避免局部最小值。本文提出了一种进化方法来设计数字IIR滤波器。该方法基于帝国主义竞争算法(ICA),并且通过在ICA的现有步骤中增加一个步骤,在搜索解空间和收敛到全局极小值方面提高了其性能。使用本文提出的方法和其他算法从仿真中获得的结果表明,该方法适用于设计数字IIR滤波器。 (C)2015 Elsevier GmbH。版权所有。

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