• DocumentCode
    1880343
  • Title

    FPGA implementation of particle swarm optimization for inversion of large neural networks

  • Author

    Reynolds, Paul D. ; Duren, Russell W. ; Trumbo, Matthew L. ; Marks, Robert J., II

  • Author_Institution
    Dept. of Eng., Baylor Univ., Waco, TX, USA
  • fYear
    2005
  • fDate
    8-10 June 2005
  • Firstpage
    389
  • Lastpage
    392
  • Abstract
    Particle swarm inversion of large neural networks is a computationally intensive process. By the implementing a modified particle swarm optimizer and neural network in reconfigurable hardware, many of the computations can be preformed simultaneously, significantly reducing compilation time compared to a conventional computer.
  • Keywords
    field programmable gate arrays; neural nets; particle swarm optimisation; reconfigurable architectures; FPGA implementation; large neural network inversion; particle swarm inversion; particle swarm optimization; reconfigurable hardware; Acoustic testing; Computational modeling; Computer networks; Concurrent computing; Field programmable gate arrays; Hardware; Neural networks; Particle swarm optimization; Performance evaluation; Sonar;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Swarm Intelligence Symposium, 2005. SIS 2005. Proceedings 2005 IEEE
  • Print_ISBN
    0-7803-8916-6
  • Type

    conf

  • DOI
    10.1109/SIS.2005.1501648
  • Filename
    1501648