• DocumentCode
    1702969
  • Title

    Electromagnetics optimization using an evolutionary algorithm with a mixed-parameter self-adaptive mutation operator

  • Author

    Hoorfar, A. ; Nelaturi, S. ; Jinhui Zhu

  • Author_Institution
    Dept. of Electron. & Comput. Eng., Villanova Univ., PA, USA
  • Volume
    4
  • fYear
    2001
  • Firstpage
    634
  • Abstract
    Applications of evolutionary programming (EP) in electromagnetics to date have been mainly in continuous parameter optimizations. EP, however, can directly work with continuous or discrete parameters. We present an implementation of EP with a mixed continuous-discrete parameter representation. In our approach the mutation operator consists of a hybrid combination of Gaussian mutation, for the continuous parameters, and Poisson mutation, for the discrete parameters. The implementation uses self-adaptive schemes for updating the standard deviation of the Gaussian distribution and the mean of the Poisson distribution during the evolution. As an example, the mixed-parameter EP algorithm is applied to the design of a multi-layer filter structure.
  • Keywords
    Gaussian distribution; Poisson distribution; dielectric devices; electromagnetism; electronic engineering computing; evolutionary computation; mathematical operators; millimetre wave filters; passive filters; Gaussian distribution; Gaussian mutation; Poisson distribution; Poisson mutation; continuous parameter optimization; continuous parameters; dielectric filter design; discrete parameters; electromagnetics optimization; evolutionary algorithm; evolutionary programming; millimeter-wave frequency response; mixed continuous-discrete parameter representation; mixed-parameter EP algorithm; mixed-parameter self-adaptive mutation operator; multi-layer filter structure; mutation operator; self-adaptive schemes; standard deviation; Algorithm design and analysis; Antenna arrays; Design optimization; Electromagnetics; Evolutionary computation; Filters; Genetic mutations; Microstrip antennas; Microwave antennas; Nonhomogeneous media;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Antennas and Propagation Society International Symposium, 2001. IEEE
  • Conference_Location
    Boston, MA, USA
  • Print_ISBN
    0-7803-7070-8
  • Type

    conf

  • DOI
    10.1109/APS.2001.959545
  • Filename
    959545