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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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. |
format | Online Article Text |
id | pubmed-9922829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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