DocumentCode
3523483
Title
Design of Immune Algorithm based two-dimensional recursive digital filters using multi-level Orthogonal Arrays
Author
Abo-zahhad, Mohammed ; Ahamed, S.M. ; Sabor, Nabil ; Al-Ajlouni, Ahmad F.
Author_Institution
Electr. & Electron. Eng. Dept., Assiut Univ., Assiut, Egypt
fYear
2011
fDate
26-28 April 2011
Firstpage
1
Lastpage
8
Abstract
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.
Keywords
Taguchi methods; array signal processing; recursive filters; two-dimensional digital filters; SNR; Taguchi immune algorithm; Taguchi method; antibody diversification; biological immune system; clonal proliferation; hypermutation; local search; multilevel orthogonal arrays; nonlinear space; signal to noise ratio; two-dimensional recursive digital filters; Immune Algorithm; Orthogonal Arrays; Taguchi Method; Two-Dimensional Digital Filters;
fLanguage
English
Publisher
ieee
Conference_Titel
Radio Science Conference (NRSC), 2011 28th National
Conference_Location
Cairo
Print_ISBN
978-1-61284-805-1
Type
conf
DOI
10.1109/NRSC.2011.5873608
Filename
5873608
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