• DocumentCode
    1434551
  • Title

    A Real-Valued Parallel Clonal Selection Algorithm and Its Application to the Design Optimization of Multi-Layered Frequency Selective Surfaces

  • Author

    Bayraktar, Zikri ; Bossard, Jeremy A. ; Wang, Xiande ; Werner, Douglas H.

  • Author_Institution
    Dept. of Electr. Eng., Pennsylvania State Univ. (Penn State), University Park, PA, USA
  • Volume
    60
  • Issue
    4
  • fYear
    2012
  • fDate
    4/1/2012 12:00:00 AM
  • Firstpage
    1831
  • Lastpage
    1843
  • Abstract
    A parallelized real-valued clonal selection algorithm (CLONALG) is successfully implemented in this paper utilizing message passing interface (MPI) to reduce the computational burden of a large clone pool. CLONALG is one of the many branches of Artificial Immune System (AIS) algorithms with unique inherent properties that make it a very efficient optimization techniques for multimodal problems such as the ones commonly encountered in computational electromagnetic design. As a demonstration of its effectiveness, a numerical study is carried out with known benchmark functions along with the optimization of multi-layered frequency selective surface (FSS) filters in the X-band. Our results show that the CLONALG can consistently outperform a standard GA implementation particularly in multi-modal optimization problems.
  • Keywords
    application program interfaces; artificial immune systems; computational electromagnetics; frequency selective surfaces; genetic algorithms; message passing; AIS algorithm; GA implementation; MPI; X-band; artificial immune system algorithm; benchmark function; computational electromagnetic design; message passing interface; multilayered FSS filter; multilayered frequency selective surface filter; multimodal optimization problem; parallelized real-valued CLONALG; parallelized real-valued clonal selection algorithm; Biological cells; Cloning; Electromagnetics; Frequency selective surfaces; Genetic algorithms; Immune system; Optimization; Clonal selection algorithm (CLONALG); frequency selective surface (FSS); genetic algorithm; multi-modal; optimization;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-926X
  • Type

    jour

  • DOI
    10.1109/TAP.2012.2186241
  • Filename
    6142052