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
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;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2004.832715