• DocumentCode
    380014
  • Title

    A novel hybrid EP-GA method for efficient electromagnetics optimization

  • Author

    Hoorfar, Ahmad ; Zhu, Jinhui

  • Author_Institution
    Antenna Res. Lab., Villanova Univ., PA, USA
  • Volume
    1
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    310
  • Abstract
    We propose a simple and efficient means of combining evolutionary programming (EP) and the genetic algorithm (GA) for a more efficient evolutionary optimization in electromagnetics. The resulting hybrid algorithm takes advantage of the convergence behavior of the GA and EP during different stages of evolution to efficiently march toward the global solution. We have applied the hybrid method to several multi-modal test functions as well as to various unconstrained and constrained antenna and microwave optimization problems. We have found that the proposed method works very well for a given problem, if EP and the GA perform well for that problem individually. Examples presented in this paper include optimization of a twenty dimensional Auckley function and the gain optimization of a six-element Yagi array. Other examples involving antenna arrays and frequency selective surfaces are also given.
  • Keywords
    Yagi antenna arrays; convergence of numerical methods; evolutionary computation; genetic algorithms; microwave antenna arrays; Auckley function; constrained antenna optimization; constrained microwave optimization; convergence; efficient electromagnetics optimization; evolutionary programming; frequency selective surfaces; gain optimization; genetic algorithm; global solution; hybrid EP-GA method; hybrid algorithm; multimodal test functions; six-element Yagi array; unconstrained antenna optimization; unconstrained microwave optimization; Antenna arrays; Constraint optimization; Electromagnetics; Genetic algorithms; Genetic programming; Microwave antennas; Microwave theory and techniques; Optimization methods; Testing; Yagi-Uda antennas;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Antennas and Propagation Society International Symposium, 2002. IEEE
  • Print_ISBN
    0-7803-7330-8
  • Type

    conf

  • DOI
    10.1109/APS.2002.1016310
  • Filename
    1016310