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Design of Immune Algorithm based two-dimensional recursive digital filters using multi-level Orthogonal Arrays

机译:基于多层正交阵列的基于免疫算法的二维递归数字滤波器设计

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Taguchi Immune Algorithm (TIA) is based on both features of the biological immune system and the Taguchi method which increases the ability of the Immune Algorithm (IA) to find the global optimal solution in a nonlinear space. In the TIA, the clonal proliferation within hypermutation for several antibody diversifications and the recombination by using the Taguchi method for the local search are integrated to improve the capabilities of exploration and exploitation. Two major tools are used in the Taguchi method; namely the Orthogonal Arrays (OAs) and the Signal to Noise Ratio (SNR). The effect of selecting the number of levels adopted in the construction of OAs on TIA is not studied before. So, this paper addresses the problem increasing the convergence speed of immune algorithm based two-dimensional recursive digital filters design process by adopting two, three and four levels OAs. For seek of comparison, the same computational experiments adopted in [1] are considered. Numerical results show that increasing the number of OA levels yields to faster convergence and better antibody genes selection in order to achieve the potential recombination, and consequently enhance the design process.
机译:Taguchi免疫算法(TIA)既基于生物免疫系统的特征,又基于Taguchi方法,提高了免疫算法(IA)在非线性空间中寻找全局最优解的能力。在TIA中,整合了几种抗体多样化的超突变内的克隆增殖和使用Taguchi方法进行本地搜索的重组,以提高探索和开发的能力。 Taguchi方法中使用了两种主要工具:即正交阵列(OAs)和信噪比(SNR)。以前没有研究选择OA构建中采用的级别数对TIA的影响。因此,本文通过采用两级,三级和四级OA来解决基于免疫算法的二维递归数字滤波器设计过程提高收敛速度的问题。为了寻求比较,考虑了在[1]中采用的相同的计算实验。数值结果表明,增加OA水平数量可实现更快的收敛速度和更好的抗体基因选择,从而实现潜在的重组,从而增强设计过程。

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