Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 1993 · 63 citations · 16 references
Life SciencesNeuroscienceComplex SystemsDynamical SystemsSystems NeuroscienceChaos TheoryNetwork DynamicsNeural Circuit DynamicsNeural System ModelingNeuronal DynamicsSpiking Neural NetworksNeuron DynamicsNeuronal Firing PatternsNeuronal Network DynamicsPeriod DoublingPeriod-doubling BifurcationPeriod-doubling CascadesRepetitive FiringSpatiotemporal Chaos
The time-interval sequences and the spatiotemporal patterns of the firings of a coupled neuronal network are investigated in this paper. For a single neuron stimulated by an external stimulus I, the time-interval sequences show a low-frequency firing of bursts of spikes and a reversed period-doubling cascade to a high-frequency repetitive firing state as the stimulus I is increased. For two neurons coupled to each other through the firing of the spikes, the complexity of the time-interval sequences becomes simple as the coupling strength increases. A network with a large number of neurons shows a complex spatiotemporal pattern structure. As the coupling strength increases, the number of phase-locked neurons increases and the time-interval diagram shows temporal chaos and a bifurcation in the space. The dynamical behavior is also verified by the behavior of the Lyapunov exponent.
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Coherent oscillations: A mechanism of feature linking in the visual cortex?
Reinhard Eckhorn, Roman Bauer, Wesley P. Jordan et al. · Biological Cybernetics · 1988 · 2.4K citations