Title :
Application of Lévy Mutation Operator in Evolutionary Programming Optimization of Antennas
Author :
Hoorfar, A. ; Lakhani, S. ; Jamnejad, V.
Author_Institution :
Villanova Univ., Pasadena
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;
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
DOI :
10.1109/ICEAA.2007.4387269