• DocumentCode
    2556866
  • Title

    Performance of chaotic switching noise injected to Hopfield NN for quadratic assignment problem

  • Author

    Tada, Yoshifumi ; Uwate, Yoko ; Nishio, Yoshifumi

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Tokushima Univ.
  • fYear
    2006
  • fDate
    21-24 May 2006
  • Lastpage
    5522
  • Abstract
    Solving combinatorial optimization problems is one of the important applications of the neural network. Many researchers have reported that exploiting chaos achieves good solving ability. However, the reason of the good effect of chaos has not been clarified yet. In this study, we investigate a performance of chaotic switching noise injected to the Hopfield neural network for quadratic assignment problems. By computer simulation we confirm that the chaotic switching noise is effective for solving quadratic assignment problems as well as intermittent chaos near three-periodic window
  • Keywords
    Hopfield neural nets; chaos; combinational circuits; optimisation; Hopfield neural network; chaotic switching noise; combinatorial optimization; intermittent chaos; quadratic assignment; three-periodic window; Bifurcation; Chaos; Computer simulation; Hopfield neural networks; Logistics; Neural networks; Noise generators; Noise level; Performance gain; Telephony;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
  • Conference_Location
    Island of Kos
  • Print_ISBN
    0-7803-9389-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2006.1693884
  • Filename
    1693884