• 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