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Updated: Jan 7, 2026

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Real-time Electrophysiology: Using Closed-loop Protocols to Probe Neuronal Dynamics and Beyond
Published on: June 24, 2015
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Synchronization characteristics of functional neurons under energy control.
Xuejing Gu1, Fangfang Zhang2, Yanbo Liu1
1School of Mathematics and Statistics, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353 China.
Cognitive Neurodynamics
|December 29, 2025
Summary
This study uses magnetic-flux controlled memristors as synapses to link neurons, demonstrating how synaptic strength regulates neural synchronization and energy balance in coupled neuron systems.
Area of Science:
- Neuroscience
- Physics
- Electrical Engineering
Background:
- Biological neurons utilize synapses to process external stimuli and generate firing patterns.
- Synaptic plasticity and rapid synapse generation are crucial for regulating neural activity.
Purpose of the Study:
- To investigate the synchronization characteristics of coupled neurons using magnetic-flux controlled memristors (MFCMs) as artificial synapses.
- To explore the role of energy dynamics in memristive coupling channels for regulating neural synchronization.
Main Methods:
- Connecting two functional neurons with MFCMs to create a coupled neuron system.
- Deriving coupled neuron equations using Kirchhoff's voltage law and calculating channel energy.
- Proposing an exponential growth criterion controlled by energy difference and analyzing energy evolution.
Main Results:
- Memristive coupling channels are adaptively controlled by energy difference.
- Enhanced synaptic coupling strength leads to complete synchronization in identical neurons.
- Phase locking is achieved between different neurons with enhanced synaptic coupling.
Conclusions:
- This research elucidates the mechanisms by which memristive synapses regulate coupled neurons.
- The study demonstrates how coupled neurons achieve potential energy balance through physical field perspectives.
- MFCMs offer a viable approach for creating artificial synaptic connections with tunable synchronization properties.
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