Abstract
This article introduces Cu-doped TiO2-x nanoscale memristors into a heterogeneous coupled neuronal system constructed by two-dimensional Hindmarsh–Rose and Fitzhugh–Nagumo neurons to simulate electromagnetic induction. The proposed memristive coupled neurons can generate various firing activities, including periodic spiking firing pattern, transient chaos pattern, double chaotic firing pattern, and some other complex firing patterns. In addition, the phase synchronization of coupled neurons is analyzed based on the coupling strength. Finally, an experimental circuit is built to explore the effect of physical memristors on neuronal firing activities, which confirms the correctness of the theoretical analysis.
© 2023 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission.
© 2023 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission.
Original language | English |
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Pages (from-to) | 9480-9488 |
Journal | IEEE Transactions on Industrial Electronics |
Volume | 71 |
Issue number | 8 |
Online published | 10 Oct 2023 |
DOIs | |
Publication status | Published - Aug 2024 |
Research Keywords
- Behavioral sciences
- Biological system modeling
- Coupled neurons
- firing pattern
- Hysteresis
- Memristors
- Nanoscale devices
- Neurons
- phase synchronization
- physical memristor
- Synchronization