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Random pulse induced synchronization and resonance in uncoupled non-identical neuron models
Osamu Nakamura1, Katsumi Tateno2
11Department of Life Science and Systems Engineering, Kyushu Institute of Technology, Kitakyushu, Japan.
Cognitive Neurodynamics
|June 7, 2019
Summary
Weak random pulses can synchronize neurons, enhancing stochastic resonance. Pulse characteristics, like gamma distribution shape, critically influence neuron synchronization and response patterns in models.
Area of Science:
- Computational Neuroscience
- Nonlinear Dynamics
- Biophysics
Background:
- Random pulses influence neuron firing, contributing to phenomena like stochastic resonance and synchronized excitation.
- Understanding how pulse characteristics affect synchronization in uncoupled neuron models is crucial for neuroscience.
Purpose of the Study:
- To investigate concurrent phenomena of phase synchronization and stochastic resonance in uncoupled non-identical Hodgkin-Huxley neuron models.
- To analyze the impact of a weak common random pulse, drawn from a gamma distribution, on neuron synchronization.
Main Methods:
- Utilized Hodgkin-Huxley type neuron models that are uncoupled and non-identical.
- Employed a weak common random pulse selected from a gamma distribution to study its effect on neuron dynamics.
- Varied the shape parameter of the gamma distribution to assess its influence on synchronization.
Main Results:
- A low shape parameter of the random pulse induced well-synchronized spiking in the uncoupled neuron models.
- High shape parameters of the random pulse or weak periodic pulses resulted in lower degrees of synchronization.
- Concurrent inputs of periodic and random pulses with high shape parameters improved synchronization.
- The output pulse synchronized with the periodic pulse, and the random pulse exhibited periodic responses.
Conclusions:
- The shape parameter of weak random pulses critically determines the degree of synchronization and stochastic resonance in neuron models.
- Specific pulse characteristics can induce synchronized spiking and periodic responses in uncoupled neuron networks.
- Combined periodic and random inputs can enhance neuronal synchronization, offering insights into neural information processing.
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