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Coexisting Firing Patterns in an Improved Memristive Hindmarsh-Rose Neuron Model with Multi-Frequency Alternating
Mengjiao Wang1, Jie Ding1, Bingqing Deng1
1School of Automation and Electronic Information, Xiangtan University, Xiangtan 411105, China.
Micromachines
|December 23, 2023
Summary
This study introduces a novel Hindmarsh-Rose neuron model incorporating a flux-controlled memristor and multi-frequency stimulation. The model demonstrates diverse firing patterns and unique stability behaviors, verified by an analog circuit.
Area of Science:
- Computational Neuroscience
- Nonlinear Dynamics
- Memristor Applications
Background:
- Memristor theory is advancing, showing promise for nervous system applications.
- Flux-controlled memristors can model neuronal magnetic induction effects.
Purpose of the Study:
- To propose a new Hindmarsh-Rose (HR) neuron model using a flux-controlled memristor and multi-frequency excitation.
- To investigate various firing patterns and stability phenomena in the proposed model.
Main Methods:
- Integration of a flux-controlled memristor into the HR neuron model.
- Application of superimposed high- and low-frequency current stimuli.
- Analysis of firing patterns under single and multiple stimuli.
- Investigation of model stability with varying memristor coupling strength.
- Experimental verification using an analog circuit.
Main Results:
- The model exhibits diverse coexisting firing patterns under different stimuli.
- A rare phenomenon of eliminated multiple stability was observed by altering memristor coupling strength.
- Numerical simulations were successfully validated by analog circuit experiments.
Conclusions:
- The proposed memristor-based HR neuron model effectively replicates complex neuronal dynamics.
- The study highlights the potential of flux-controlled memristors in computational neuroscience.
- The findings offer insights into neuronal firing patterns and stability control.
Keywords:
Hindmarsh–Rose neuron modelcoexisting firing patternflux-controlled memristormagnetic inductionMore Related Videos
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