• DocumentCode
    1099603
  • Title

    An analysis of globally connected active rotators with excitatory and inhibitory connections having different time constants using the nonlinear Fokker-Planck equations

  • Author

    Kanamaru, Takashi ; Sekine, Masatoshi

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Tokyo Univ. of Agric. & Technol., Japan
  • Volume
    15
  • Issue
    5
  • fYear
    2004
  • Firstpage
    1009
  • Lastpage
    1017
  • Abstract
    The globally connected active rotators with excitatory and inhibitory connections having different time constants under noise are analyzed using the nonlinear Fokker-Planck equation, and their oscillatory phenomena are investigated. Based on numerically calculated bifurcation diagrams, both periodic solutions and chaotic solutions are found. The periodic firings are classified based on the firing period, the coefficient of variation, and the correlation coefficient, and weakly synchronized periodic firings which are often observed in physiological experiments are found.
  • Keywords
    Fokker-Planck equation; bifurcation; neural nets; neurophysiology; physiological models; bifurcation diagrams; chaotic solution; excitatory connection; globally connected active rotators; inhibitory connection; nonlinear Fokker-Planck equations; oscillatory phenomena; periodic solution; synchronized periodic firing; Bifurcation; Biological neural networks; Chaos; Differential equations; Frequency synchronization; Hippocampus; Information processing; Neurons; Nonlinear equations; Timing; Action Potentials; Animals; Biological Clocks; Central Nervous System; Excitatory Postsynaptic Potentials; Humans; Models, Neurological; Nerve Net; Neural Inhibition; Neural Pathways; Neurons; Nonlinear Dynamics; Synapses; Synaptic Transmission;
  • fLanguage
    English
  • Journal_Title
    Neural Networks, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1045-9227
  • Type

    jour

  • DOI
    10.1109/TNN.2004.832715
  • Filename
    1333066