• DocumentCode
    418382
  • Title

    Design of bursting in two-dimensional discrete-time neuron models

  • Author

    Tanaka, Hiroto ; Ushio, Toshimitsu

  • Author_Institution
    Dept. of Syst. Innovation, Osaka Univ., Toyonaka, Japan
  • Volume
    4
  • fYear
    2004
  • fDate
    23-26 May 2004
  • Abstract
    We propose a design method for bursting neuron models with a specified average angular frequency and duty ratio by using the bifurcation theory . There are some pairs of two-periodic points in the models. When a Hopf bifurcation for the two-periodic points occurs, there exist two pairs of non-isolated invariant closed curves surrounding each two-periodic point. The proposed design method derives parameters and initial conditions in the models. We also show the effectivity of the proposed design method by simulation.
  • Keywords
    bifurcation; discrete time systems; neural nets; Hopf bifurcation; angular frequency; bursting neuron model; duty ratio; two dimensional discrete time neuron models; Bifurcation; Biological system modeling; Design engineering; Design methodology; Logistics; Mathematical model; Neural networks; Neurons; Piecewise linear techniques; Technological innovation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2004. ISCAS '04. Proceedings of the 2004 International Symposium on
  • Print_ISBN
    0-7803-8251-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.2004.1329110
  • Filename
    1329110