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Fast-slow dynamics in a memristive ion channel-based bionic circuit.

Xincheng Ding1, Chengtao Feng1, Ning Wang1

  • 1School of Microelectronics and Control Engineering, Changzhou University, Changzhou, 213159 China.

Cognitive Neurodynamics
|December 23, 2024
PubMed
Summary

This study demonstrates a bionic circuit using a locally active memristor (LAM) to mimic neuron ion channels. The circuit generates distinct spiking and bursting firing patterns in response to different current stimuli, verified by hardware experiments.

Keywords:
Bifurcation mechanismBursting behaviorHardware experimentLocal active memristorSpiking behavior

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Area of Science:

  • Computational Neuroscience
  • Nonlinear Dynamics
  • Circuit Theory

Background:

  • Neuronal firing patterns are crucial for information processing.
  • Ion channel properties significantly influence these patterns.
  • Emulating complex ion channel dynamics in artificial systems remains challenging.

Purpose of the Study:

  • To develop a bionic circuit capable of replicating neuronal firing patterns.
  • To investigate the role of a locally active memristor (LAM) in characterizing ion channel behavior.
  • To explore the influence of external current stimuli on generated firing patterns.

Main Methods:

  • A bionic circuit was constructed using a second-order locally active memristor (LAM), capacitor, and DC voltage source.
  • A current stimulus was applied to emulate external neuronal stimulation.
  • Numerical simulations and PCB-based hardware experiments were conducted to analyze circuit dynamics and firing patterns.

Main Results:

  • The bionic circuit successfully generated distinct bursting behaviors with low-frequency stimuli and spiking behaviors with high-frequency stimuli.
  • Fold and Hopf bifurcation analyses elucidated the mechanisms underlying bursting dynamics.
  • Hardware experiments validated the simulation results, confirming the circuit's ability to produce realistic firing patterns.

Conclusions:

  • The proposed bionic circuit effectively emulates ion channel properties and generates characteristic neuronal firing patterns.
  • External current stimuli can be precisely controlled to regulate the type of firing pattern (spiking or bursting).
  • This research validates the feasibility of using memristor-based circuits for emulating biological neuron dynamics.