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Journal of applied research and technology

versão On-line ISSN 2448-6736versão impressa ISSN 1665-6423

Resumo

YAMAN, F.  e  YILMAZ, A. E.. Impacts of Genetic Algorithm Parameters on the Solution Performance for the Uniform Circular Antenna Array Pattern Synthesis Problem. J. appl. res. technol [online]. 2010, vol.8, n.3, pp.378-392. ISSN 2448-6736.

In this paper, the uniform circular antenna array pattern synthesis problem is solved by means of the real coded genetic algorithm (GA). At the same time, the impacts of the mutation rate and the crossover position on the GA performance are also investigated. For this purpose, a circular antenna array with uniformly spaced isotropic elements having identical excitation amplitudes is used as a model. Unlike the conventional GA (with fixed mutation rate and random crossover positions), typical GA implementations with variable mutation rate and restricted crossover position are considered for performance improvement. In conclusion, for the specific problem, decreasing mutation rate with negative derivative is observed to be outperforming the implementations with different mutation rate behaviors. Moreover, regarding the crossover technique, it is observed that imposing some restrictions on the crossover positions (rather than fully random position selection) yields better solutions.

Palavras-chave : Circular antenna array; pattern synthesis; genetic algorithm; mutation rate; crossover point.

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