A review of chaotic systems based on memristive Hopfield neural networks

H Lin, C Wang, F Yu, J Sun, S Du, Z Deng, Q Deng - Mathematics, 2023 - mdpi.com
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 …

High-dimensional memristive neural network and its application in commercial data encryption communication

C Wang, D Tang, H Lin, F Yu, Y Sun - Expert Systems with Applications, 2024 - Elsevier
With the development of economic globalization, demands for digital business data sharing
among different subsidiary companies are constantly emerging. How to achieve secure …

ReLU-type Hopfield neural network with analog hardware implementation

C Chen, F Min, Y Zhang, H Bao - Chaos, Solitons & Fractals, 2023 - Elsevier
Abstract Rectified Linear Unit (ReLU) is an extremely simple activation function with two-
segment linearity and is usually used in convolutional neural network. To simplify the analog …

Complex dynamic behaviors in a small network of three ring coupled Rayleigh-Duffing oscillators: Theoretical study and circuit simulation

SMK Fogue, LK Kemgang, J Kengne… - International Journal of …, 2024 - Elsevier
This work focuses on the dynamics of a small network of three ring-coupled unidirectional
Rayleigh-Duffing oscillators. The equations governing the Rayleigh-Duffing oscillator …

Collective dynamics of two coupled Hopfield inertial neurons with different activation functions: theoretical study and microcontroller implementation

E Madasamy, BFB a Boya, J Kengne… - Physica Scripta, 2023 - iopscience.iop.org
This work deals with the regular and chaotic dynamics of a system made up of two Hopfield-
type neurons with two different activation functions: the hyperbolic tangent function and the …

Chaos, synchronization, and emergent behaviors in memristive hopfield networks: bi-neuron and regular topology analysis

BF Boui A Boya, SS Muni… - The European Physical …, 2024 - Springer
This paper investigates the dynamics of a Hopfield inertial bi-neuron with double memristive
synaptic weights. The dynamical behavior of the system is investigated with both numerical …

Effects of bias current and control of multistability in 3D hopfield neural network

BFBA Boya, B Ramakrishnan, JY Effa, J Kengne… - Heliyon, 2023 - cell.com
This work studies the dynamics of a three dimensional Hopfield neural network focusing on
the impact of bias terms. In the presence of bias terms, the models displays an odd symmetry …

Archive of novel hidden attractor with multistability and multidirectional chaotic attractors of Moore–Spiegel oscillator

A Azam, R Naheed, M Aqeel, S Ahmad, J Ayub… - The European Physical …, 2023 - Springer
Recently, the reveal of novel hidden attractor and multistability in a chaotic system got much
attention due to increasing use of complex chaotic systems in engineering problems. In this …

Six-scroll chaos within the dynamics of the Thomas chaotic system and application to biomedical data encryption

BFBA Boya, A Nanfak, JM Ngono… - Physica …, 2024 - iopscience.iop.org
In this paper, the influence of non-monotonic nonlinearity within the dynamics of the Thomas
model is studied. The system presents various six-scroll chaos over a wide range of …

Control and symmetry breaking aspects of a geomagnetic field inversion model

BA Boya, B Frederick, AA Danao, LK Kengne… - … Journal of Nonlinear …, 2023 - pubs.aip.org
In this work, we consider the geomagnetic field inversion model proposed by Gissinger et
al.[Europhys. Lett. 90 (4), 49001 (2010)], where a quadratic term is added for symmetry …