• DocumentCode
    1629073
  • Title

    A simple spike neural network can generate complex firing patterns

  • Author

    Fuchigami, Koh ; Homma, Noriyasu ; Sakai, Masao ; Abe, Kenichi

  • Author_Institution
    Graduate Sch. of Eng., Tohoku Univ., Sendai, Japan
  • Volume
    3
  • fYear
    2004
  • Firstpage
    2149
  • Abstract
    In this paper, we develop a double feedback neural unit for generating impulse sequence that is used in nervous systems to transmit information. One of advantages of the DFNU is in its simple structure using only double feedback loops. Simulation results show that a wide range of firing patterns from cyclic and synchronized oscillation to random firing can be observed from a randomly coupled network consisting of DFNUs by changing only one parameter of the networks. Especially, choosing a critical value within a specific range for the single parameter, synchronous dynamics with various frequency range, or chaotic firing patterns that observed widely in biological nervous system, can also be generated by the network.
  • Keywords
    neurophysiology; recurrent neural nets; biological nervous system; chaotic firing pattern; double feedback neural unit; impulse sequence; spike neural network; synchronous dynamics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    SICE 2004 Annual Conference
  • Conference_Location
    Sapporo
  • Print_ISBN
    4-907764-22-7
  • Type

    conf

  • Filename
    1491800