• DocumentCode
    3285673
  • Title

    A Population-oriented Architecture for Particle Swarms

  • Author

    Pefia, J. ; Upegui, Andres

  • Author_Institution
    Univ. de Lausanne, Lausanne
  • fYear
    2007
  • fDate
    5-8 Aug. 2007
  • Firstpage
    563
  • Lastpage
    570
  • Abstract
    Self-adaptive autonomous hardware systems require on-chip heuristics to generate the circuit that constitutes the desired solution. In this paper, we present a population-oriented hardware architecture for particle swarm optimization with discrete recombination (PSO-DR), a hardware-friendly particle swarm that has shown to perform better than the standard PSO for certain parameter values and test functions. We present simulation and synthesis results showing the feasibility, performance, and advantages of the proposed architecture.
  • Keywords
    computer architecture; particle swarm optimisation; discrete recombination; on-chip heuristics; particle swarm optimization; population-oriented architecture; population-oriented hardware architecture; self-adaptive autonomous hardware systems; Adaptive arrays; Circuit synthesis; Computer architecture; Digital systems; Evolutionary computation; Genetics; Hardware; Particle swarm optimization; Stochastic processes; System-on-a-chip;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Adaptive Hardware and Systems, 2007. AHS 2007. Second NASA/ESA Conference on
  • Conference_Location
    Edinburgh
  • Print_ISBN
    978-0-7695-2866-3
  • Type

    conf

  • DOI
    10.1109/AHS.2007.14
  • Filename
    4291968