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Review on chaotic dynamics of memristive neuron and neural network
The study of dynamics on artificial neurons and neuronal networks is of great significance to
understand brain functions and develop neuromorphic systems. Recently, memristive …
understand brain functions and develop neuromorphic systems. Recently, memristive …
A review of chaotic systems based on memristive Hopfield neural networks
Since the Lorenz chaotic system was discovered in 1963, the construction of chaotic
systems with complex dynamics has been a research hotspot in the field of chaos. Recently …
systems with complex dynamics has been a research hotspot in the field of chaos. Recently …
Dynamics analysis, synchronization and FPGA implementation of multiscroll Hopfield neural networks with non-polynomial memristor
F Yu, X Kong, W Yao, J Zhang, S Cai, H Lin… - Chaos, Solitons & …, 2024 - Elsevier
The number of attractors in a memristor-based multiscroll Hopfield Neural Network (HNN) is
typically coupled with the number of polynomials, which leads to a coupling between the …
typically coupled with the number of polynomials, which leads to a coupling between the …
High-dimensional memristive neural network and its application in commercial data encryption communication
With the development of economic globalization, demands for digital business data sharing
among different subsidiary companies are constantly emerging. How to achieve secure …
among different subsidiary companies are constantly emerging. How to achieve secure …
Privacy protection of medical data based on multi-scroll memristive Hopfield neural network
F Yu, H Shen, Q Yu, X Kong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Memristive Hopfield neural network (MHNN) has complex dynamic behavior, which is
suitable for encryption applications. In order to ensure the information security of the medical …
suitable for encryption applications. In order to ensure the information security of the medical …
Dynamics analysis and hardware implementation of multi-scroll hyperchaotic hidden attractors based on locally active memristive Hopfield neural network
D Tang, C Wang, H Lin, F Yu - Nonlinear Dynamics, 2024 - Springer
It is believed that local activation is the origin of all complexities, and the locally active
memristive synaptic neural network can generate complex chaotic dynamic behaviors, such …
memristive synaptic neural network can generate complex chaotic dynamic behaviors, such …
Generating grid multi-scroll attractors in memristive neural networks
Q Lai, Z Wan, PDK Kuate - … on Circuits and Systems I: Regular …, 2022 - ieeexplore.ieee.org
Memristors are well suited as artificial nerve synapses owing to its unique memory function.
This paper establishes a novel flux-controlled memristor model using hyperbolic function …
This paper establishes a novel flux-controlled memristor model using hyperbolic function …
Brain-like initial-boosted hyperchaos and application in biomedical image encryption
Neural networks have been widely and deeply studied in the field of computational
neurodynamics. However, coupled neural networks and their brain-like chaotic dynamics …
neurodynamics. However, coupled neural networks and their brain-like chaotic dynamics …
Memristive Hopfield neural network dynamics with heterogeneous activation functions and its application
Activation functions play a crucial in emulating biological neurons within artificial neural
networks. However, the exploration of neural networks composed of various activation …
networks. However, the exploration of neural networks composed of various activation …
Constructing multiscroll memristive neural network with local activity memristor and application in image encryption
Q Lai, L Yang, G Hu, ZH Guan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Memristor possesses synapse-like properties that can mimic excitation and inhibition
between neurons. This article introduces the Sigmoid functions to the memristor and …
between neurons. This article introduces the Sigmoid functions to the memristor and …