• DocumentCode
    3527982
  • Title

    Coupled chaotic simulated annealing processes

  • Author

    Suykens, J.A.K. ; Yalçin, M.E. ; Vandewalle, J.

  • Author_Institution
    Katholieke Univ., Leuven, Belgium
  • Volume
    3
  • fYear
    2003
  • fDate
    25-28 May 2003
  • Abstract
    In this paper we formulate methods of chaotic simulated annealing within the context of coupled local minimizers. Interpreted within the cellular nonlinear networks context, coupled local minimizers consider local optimization algorithms as cells with local connections between the cells. As a result, information exchange is taking place between the minimizers. Instead of taking local optimization methods as individual cells we explore here the use of chaotic signals as additional driving force as in continuous simulated annealing where deterministic chaos now plays the role of noise. On a number of examples, improved results are obtained by coupled chaotic annealing. In general, the coupling of the minimizers also leads to a variance reduction on the optimal cost function values simulated for many different runs.
  • Keywords
    cellular neural nets; chaos; simulated annealing; additional driving force; cellular nonlinear networks; chaotic simulated annealing; continuous simulated annealing; coupled local minimizers; information exchange; local optimization algorithms; optimal cost function values; variance reduction; Cellular networks; Cellular neural networks; Chaos; Chaotic communication; Cost function; Coupling circuits; Lagrangian functions; Neural networks; Optimization methods; Simulated annealing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
  • Print_ISBN
    0-7803-7761-3
  • Type

    conf

  • DOI
    10.1109/ISCAS.2003.1205086
  • Filename
    1205086