Coexisting Hyperchaos in a Memristive Neuromorphic Oscillator

Memristors have been widely integrated into neurons as the bridge for introducing external magnetic induction currents. The complex oscillation induced by the external magnetic stimulation is a hot topic in neuron dynamics. When a memristor is introduced into the Hindmarsh-Rose (HR) neuron to simulate the external magnetic field, a novel memristive neuromorphic hyperchaotic oscillator is constructed. The memristor weight can trigger complex neuronal firing dynamics, including the rare hyperchaotic bursting. Furthermore, when the technology of offset boosting-oriented attractor doubling is employed, a double-scroll hyperchaotic attractor can be generated, which could split into three independent coexisting attractors under some specific offsets. More interesting, two symmetric periodic attractors and two symmetric hyperchaotic attractors can coexist under certain conditions. In this work, a neuron with coexisting hyperchaotic attractors is constructed and exhaustively explored, which provides a good candidate for constituting large-scale brain-like neuromorphic oscillator. A PCB-based hardware circuit produces the oscillations validating the numerical simulations and theoretical analyses.

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Publication Details

Journal
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Published
2025-02-04
DOI
https://doi.org/10.1109/tcad.2025.3538692
Citations
7
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
5.11

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article

Coexisting Hyperchaos in a Memristive Neuromorphic Oscillator

Herbert Ho‐Ching Iu, Tomasz Kapitaniak, Chunbiao Li, Tengfei Lei et al.
7 citations
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
Advanced Memory and Neural Computing
5.11
article

Coexisting Hyperchaos in a Memristive Neuromorphic Oscillator

Herbert Ho‐Ching Iu, Tomasz Kapitaniak, Chunbiao Li, Tengfei Lei, Xin Zhang
article en
7 citations

Abstract

Memristors have been widely integrated into neurons as the bridge for introducing external magnetic induction currents. The complex oscillation induced by the external magnetic stimulation is a hot topic in neuron dynamics. When a memristor is introduced into the Hindmarsh-Rose (HR) neuron to simulate the external magnetic field, a novel memristive neuromorphic hyperchaotic oscillator is constructed. The memristor weight can trigger complex neuronal firing dynamics, including the rare hyperchaotic bursting. Furthermore, when the technology of offset boosting-oriented attractor doubling is employed, a double-scroll hyperchaotic attractor can be generated, which could split into three independent coexisting attractors under some specific offsets. More interesting, two symmetric periodic attractors and two symmetric hyperchaotic attractors can coexist under certain conditions. In this work, a neuron with coexisting hyperchaotic attractors is constructed and exhaustively explored, which provides a good candidate for constituting large-scale brain-like neuromorphic oscillator. A PCB-based hardware circuit produces the oscillations validating the numerical simulations and theoretical analyses.

IEEE Transactions on Computer-Aided Design of Integrated Circuits and SystemsVol. 44(8)
Qilu University of Technology (CN), The University of Western Australia (AU), Lodz University of Technology (PL), Nanjing University of Information Science and Technology (CN), South China Institute of Collaborative Innovation (CN)
National Natural Science Foundation of China
Zero hunger
Openalex Percentile: Top 5%
Advanced Memory and Neural Computing
5.11
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Coexisting Hyperchaos in a Memristive Neuromorphic Oscillator — Herbert Ho‐Ching Iu, Tomasz Kapitaniak, et al. · IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2025) | TGRS Research Map | TGRS