• DocumentCode
    2351878
  • Title

    Element placement in thinned arrays using genetic algorithms

  • Author

    O´Neill, D.J.

  • Author_Institution
    Naval Underwater Warfare Center, Newport, RI, USA
  • Volume
    2
  • fYear
    1994
  • fDate
    13-16 Sep 1994
  • Abstract
    Optimization techniques based on natural evolutionary processes, known as genetic algorithms, are applied to the problem of element placement in a discrete linear lattice, which is combinatorial in nature and cannot be analytically optimized. Representation of potential array occupancy patterns as binary vectors allows iterative utilization of numerical models of differential reproduction, crossover and mutation to converge on near-optimal solutions. Results are presented for the placement of 31 elements within a linear lattice of 63 locations under the design constraints of center and end position occupancy and bilateral symmetry. “Fitness” of the configuration is given in terms of mainlobe width and sidelobe levels of the corresponding response pattern. When results of multiple optimization runs are compared with expectations of random search, genetic algorithms show greater efficiency, especially when increasingly rarer solutions are sought
  • Keywords
    antenna radiation patterns; array signal processing; genetic algorithms; linear antenna arrays; stochastic processes; array occupancy patterns; bilateral symmetry; binary vectors; center position occupancy; crossover; differential reproduction; discrete linear lattice; element placement; end position occupancy; genetic algorithms; mainlobe width; mutation; numerical models; optimization techniques; random search; response pattern; sidelobe levels; stochastic design; thinned arrays; Algorithm design and analysis; Array signal processing; Costs; Data processing; Fabrication; Genetic algorithms; Genetic mutations; Lattices; Numerical models; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    OCEANS '94. 'Oceans Engineering for Today's Technology and Tomorrow's Preservation.' Proceedings
  • Conference_Location
    Brest
  • Print_ISBN
    0-7803-2056-5
  • Type

    conf

  • DOI
    10.1109/OCEANS.1994.364059
  • Filename
    364059