• DocumentCode
    1201070
  • Title

    Evolutionary Programming in Electromagnetic Optimization: A Review

  • Author

    Hoorfar, Ahmad

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Villanova Univ., PA
  • Volume
    55
  • Issue
    3
  • fYear
    2007
  • fDate
    3/1/2007 12:00:00 AM
  • Firstpage
    523
  • Lastpage
    537
  • Abstract
    In this paper, we review recent advances in evolutionary programming (EP) and its implementation in various antenna, microwave, frequency selective surfaces and RF circuit optimization problems. EP, unlike the other two paradigms of evolutionary computational techniques, namely, genetic algorithms (GA) and evolution strategies (ES), uses a mutation only variation operator where adaptive and/or self-adaptive techniques exist, or can easily be designed, for adapting the parameters of mutation operator during the evolution process. We present the so-called meta-EP and design of its mutation operator, using Gaussian, Cauchy and Poisson mutations as well as a hybrid of these mutations, for continuous, discrete and mixed parameter electromagnetic optimization problems. In addition, an efficient hybrid use of EP, gradient search methods and cluster analysis, as well as a novel hybrid EP-GA algorithm are discussed. Examples presented include optimizations of corrugated horn antennas, multilayered stacked microstrip antennas, Yagi-Uda arrays, partially reflective surfaces, dielectric filters, meander-line polarizer and RF duplexers
  • Keywords
    Gaussian processes; computational electromagnetics; genetic algorithms; gradient methods; Cauchy mutation operator; EP-GA algorithm; Gaussian operator; Poisson operator; cluster analysis; electromagnetic optimization; evolutionary programming; genetic algorithm; gradient search method; Algorithm design and analysis; Frequency selective surfaces; Genetic mutations; Genetic programming; Horn antennas; Microstrip antenna arrays; Microstrip antennas; Microwave antennas; Radio frequency; Reflector antennas; Conical horn antennas; RF duplexers; Yagi array; dielectric filters; evolutionary programming (EP); frequency selected surfaces (FSS); genetic algorithms (GAs); meander-line polarizer; microstrip antennas; optimization methods;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-926X
  • Type

    jour

  • DOI
    10.1109/TAP.2007.891306
  • Filename
    4120264