Analog/digital circuit simplification for Hopfield neural network
Circuit realization of neural networks is a significant approach in neuromorphic computing.
Researchers have simplified the circuit for single neuron model, but one for neural network …
Researchers have simplified the circuit for single neuron model, but one for neural network …
A fractional-order memristive two-neuron-based hopfield neuron network: Dynamical analysis and application for image encryption
J Venkatesh, AN Pchelintsev, A Karthikeyan… - Mathematics, 2023 - mdpi.com
This paper presents a study on a memristive two-neuron-based Hopfield neural network with
fractional-order derivatives. The equilibrium points of the system are identified, and their …
fractional-order derivatives. The equilibrium points of the system are identified, and their …
Pseudo random number generator based on memristive Helmholtz snap oscillator with two lines of equilibria embedded in microcontroller
AC Chamgoué, S Sriram, PDK Kuate, ST Kingni… - Physica …, 2023 - iopscience.iop.org
This paper explores the dynamics and electronic validations of a memristive Helmholtz snap
oscillator (MHSO), employing it to model a process of pseudo-random number generator …
oscillator (MHSO), employing it to model a process of pseudo-random number generator …
Dynamics of a two-neuron hopfield neural network: Memristive synapse and autapses and impact of fractional order
B Ramakrishnan, Z Wang, H Natiq, N Pal… - … -International Journal of …, 2024 - Elsevier
There are numerous studies on Hopfield neural networks with electromagnetic induction
using memristors in either autaptic or synaptic connections. In this study, we explore a novel …
using memristors in either autaptic or synaptic connections. In this study, we explore a novel …
Memristive chaotic circuits and systems
Q Lai, XW Zhao, J Kengne - The European Physical Journal Plus, 2023 - Springer
Memristor has been widely regarded as the fourth fundamental circuit element after resistor,
inductor and capacitor, which was theoretically postulated by Chua in 1971 [1] and …
inductor and capacitor, which was theoretically postulated by Chua in 1971 [1] and …
Complex dynamics in a discrete adaptive synapse-based neuron model
Discrete nonlinear systems usually have higher implementation efficiency than continuous
nonlinear systems, but they can also exhibit dynamics diversity and chaos complex as …
nonlinear systems, but they can also exhibit dynamics diversity and chaos complex as …
Coexistence behavior of asymmetric attractors in hyperbolic-type Memristive Hopfield neural network and its application in image encryption
X Li, Q He, T Yu, Z Cai, G Xu - Chinese Physics B, 2024 - iopscience.iop.org
The neuron model has been widely employed in neural-morphic computing systems and
chaotic circuits. This study aims to develop a novel circuit simulation of a three-neuron …
chaotic circuits. This study aims to develop a novel circuit simulation of a three-neuron …
Multistable Memristor Synapse-Based Coupled Bi-Hopfield Neuron Model: Dynamic Analysis, Microcontroller Implementation and Image Encryption
The memristor, a revolutionary electronic component, mimics both neural synapses and
electromagnetic induction phenomena. Recent study challenges are the development of …
electromagnetic induction phenomena. Recent study challenges are the development of …
Dynamic analysis of a memristor Hopfield neural network with adjustable neuron activation gradient and synaptic weight
H Liang, Z Yu, Z Jing, Z Chai, Y Wang - The European Physical Journal …, 2024 - Springer
To aid researchers in gaining a deeper understanding of the evolutionary laws within the
dynamical system of neural networks, we propose a neural network with variable neuron …
dynamical system of neural networks, we propose a neural network with variable neuron …
Modeling and Sentiment Analysis of Social Relationships in Elderly Smart Homes Based on Graph Neural Networks
Q Hu, H Wang, B Wang, X Cui - Journal of Electrical Systems, 2024 - search.proquest.com
With the expansion of Speech Emotion Recognition in the consumer domain, several
devices, particularly those designed for managing smart home personal assistants for the …
devices, particularly those designed for managing smart home personal assistants for the …