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

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 and experiences typical behaviors including period doubling, spontaneous symmetry breaking, merging crisis, bursting...

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Detalles Bibliográficos
Autores principales: Boui A Boya, Bertrand Frederick, Ramakrishnan, Balamurali, Effa, Joseph Yves, Kengne, Jacques, Rajagopal, Karthikeyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9922829/
https://www.ncbi.nlm.nih.gov/pubmed/36793969
http://dx.doi.org/10.1016/j.heliyon.2023.e13034
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author Boui A Boya, Bertrand Frederick
Ramakrishnan, Balamurali
Effa, Joseph Yves
Kengne, Jacques
Rajagopal, Karthikeyan
author_facet Boui A Boya, Bertrand Frederick
Ramakrishnan, Balamurali
Effa, Joseph Yves
Kengne, Jacques
Rajagopal, Karthikeyan
author_sort Boui A Boya, Bertrand Frederick
collection PubMed
description 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 and experiences typical behaviors including period doubling, spontaneous symmetry breaking, merging crisis, bursting oscillation, coexisting attractors and coexisting period-doubling reversals as well. Multistability control is investigated by employing the linear augmentation feedback strategy. We numerically prove that the multistable neural system can be adjusted to experience only a single attractor behavior when the coupling coefficient is gradually monitored. Experimental results from a microcontroller based realization of the underlined neural system are consistent with the theoretical analysis.
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spelling pubmed-99228292023-02-14 Effects of bias current and control of multistability in 3D hopfield neural network Boui A Boya, Bertrand Frederick Ramakrishnan, Balamurali Effa, Joseph Yves Kengne, Jacques Rajagopal, Karthikeyan Heliyon Research Article 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 and experiences typical behaviors including period doubling, spontaneous symmetry breaking, merging crisis, bursting oscillation, coexisting attractors and coexisting period-doubling reversals as well. Multistability control is investigated by employing the linear augmentation feedback strategy. We numerically prove that the multistable neural system can be adjusted to experience only a single attractor behavior when the coupling coefficient is gradually monitored. Experimental results from a microcontroller based realization of the underlined neural system are consistent with the theoretical analysis. Elsevier 2023-01-20 /pmc/articles/PMC9922829/ /pubmed/36793969 http://dx.doi.org/10.1016/j.heliyon.2023.e13034 Text en © 2023 The Authors https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Article
Boui A Boya, Bertrand Frederick
Ramakrishnan, Balamurali
Effa, Joseph Yves
Kengne, Jacques
Rajagopal, Karthikeyan
Effects of bias current and control of multistability in 3D hopfield neural network
title Effects of bias current and control of multistability in 3D hopfield neural network
title_full Effects of bias current and control of multistability in 3D hopfield neural network
title_fullStr Effects of bias current and control of multistability in 3D hopfield neural network
title_full_unstemmed Effects of bias current and control of multistability in 3D hopfield neural network
title_short Effects of bias current and control of multistability in 3D hopfield neural network
title_sort effects of bias current and control of multistability in 3d hopfield neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9922829/
https://www.ncbi.nlm.nih.gov/pubmed/36793969
http://dx.doi.org/10.1016/j.heliyon.2023.e13034
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