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Open access
Sep 2026
A Double-Memristor Hopfield Neural Network with Complex Dynamics and Its Application
Memristors, known for their unique memory capabilities, are increasingly recognized as key components for the dynamic regulation of neural networks. However, the mechanisms governing multistability and offset-controlled attractors in memristive Hopfield neural networks remain insufficiently understood. To address this...
Hua Liu, Hao Chen, Hai-Jun Wang et al.
· Electronics · 0 citations
Aug 2026
A Novel Second-Order Memristor-Coupled FHN Neuron Model with Synergistic Dynamics of Multistability
A novel second-order memristor is designed, the nonvolatile nature of the memristor is verified, and the key dynamical behaviors are reproduced through circuit simulation and a DSP-based hardware experimental platform, realizing the systematic research flow from theoretical modeling, numerical simulation to circuit imp...
Jintong Bai, Xian-Ying Xu, Jun Mou et al.
· International Journal of Bif... · 0 citations
Open access
Aug 2026
A 5D Fractional-Order Dual-Memristor Hopfield Neural Network: Hidden Multi-Scroll Attractors, FPGA Implementation, and Image Encryption
Unlike conventional models that typically rely on a single memristive synapse, this study uniquely proposes a novel 5D fractional-order memristive Hopfield neural network (FOMHNN) modulated by dual memristors to simultaneously emulate internal synaptic plasticity and external electromagnetic radiation effects in brain-...
Rong-Yao Guo, Fei Yu, Dadu Zhang et al.
· Fractal and Fractional · 1 citation
A simple current-controlled second-order memristor model and its third neuronal circuit implementation
This paper proposes a simple current-controlled second-order LAM mathematical model, which exhibits both negative differential resistance edge of chaos (EOC) domains and positive differential resistance (PDR) EOC domains, and constructs a minimalist third-order neuronal circuit by simply paralleling the LAM with a capa...
Zhen-Zhou Lu, Xinyi Wang, Zhi Zeng et al.
· Chinese Physics B · 0 citations
Open access
Sep 2026
Dynamics and DSP implementation of a wide-range locally active memristor–coupled Aihara neuron
These findings provide theoretical and experimental support for employing memristive single neuron coupling in the field of information encryption by identifying three novel dynamical features of the LAM-Aihara map: triangular waveform bursting firings, centrosymmetric coexisting attractors under different initial cond...
Wen-Ling Zhang, Xiao-Zhou He, Ying-Hong Cao et al.
· Cognitive Neurodynamics · 0 citations
Open access
Sep 2026
Fractional-Order Memristive Chaotic Circuit: Dynamic Characterization and Dual-Platform Co-Simulation
Fractional-order modeling provides a flexible framework for extending memristive circuits with memory-dependent dynamics. This work develops a DC-driven memristive chaotic circuit within a unified fractional-order framework. The memristor is formulated with the Caputo derivative and discretized using Sayed’s scheme; th...
Xin-Hui Chen, Bin Yan, Pei-Pei Jin et al.
· Fractal and Fractional · 0 citations