DocumentCode :
2182729
Title :
Application of Lévy Mutation Operator in Evolutionary Programming Optimization of Antennas
Author :
Hoorfar, A. ; Lakhani, S. ; Jamnejad, V.
Author_Institution :
Villanova Univ., Pasadena
fYear :
2007
fDate :
17-21 Sept. 2007
Firstpage :
191
Lastpage :
194
Abstract :
In this paper, we discuss the implementation of Evolutionary Programming (EP) using a mutation operator based on Levy probability distribution and investigate its performance in optimization of selected antenna problems. Since the shape-parameter, alpha, in the Levy distribution results in Cauchy and Gaussian distributions for values of 1 and 2, respectively, one can design adaptive schemes that dynamically change the shape of Levy distribution in generation of offsprings during the evolutionary process in order to exploit the desirable properties of these two distributions. In particular, we introduce a simple adaptive scheme and compare its performance in antenna optimization to adaptive and non-adaptive schemes, previously reported in the literature.
Keywords :
Gaussian distribution; antennas; evolutionary computation; Cauchy distributions; Gaussian distributions; Levy mutation operator; Levy probability distribution; antennas; evolutionary programming optimization; mutation operator; Adaptive arrays; Design optimization; Gaussian distribution; Genetic mutations; Genetic programming; Probability distribution; Random variables; Shape control; Space technology; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electromagnetics in Advanced Applications, 2007. ICEAA 2007. International Conference on
Conference_Location :
Torino
Print_ISBN :
978-1-4244-0767-5
Electronic_ISBN :
978-1-4244-0767-5
Type :
conf
DOI :
10.1109/ICEAA.2007.4387269
Filename :
4387269
Link To Document :
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