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Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes
Understanding the dynamics of complex systems defined in the sense of Caputo, such as fractional differences, is crucial for predicting their behavior and improving their functionality. In this paper, the emergence of chaos in complex dynamical networks with indirect coupling and discrete systems, b...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297307/ https://www.ncbi.nlm.nih.gov/pubmed/37372210 http://dx.doi.org/10.3390/e25060866 |
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author | Zambrano-Serrano, Ernesto Platas-Garza, Miguel Angel Posadas-Castillo, Cornelio Arellano-Delgado, Adrian Cruz-Hernández, César |
author_facet | Zambrano-Serrano, Ernesto Platas-Garza, Miguel Angel Posadas-Castillo, Cornelio Arellano-Delgado, Adrian Cruz-Hernández, César |
author_sort | Zambrano-Serrano, Ernesto |
collection | PubMed |
description | Understanding the dynamics of complex systems defined in the sense of Caputo, such as fractional differences, is crucial for predicting their behavior and improving their functionality. In this paper, the emergence of chaos in complex dynamical networks with indirect coupling and discrete systems, both utilizing fractional order, is presented. The study employs indirect coupling to produce complex dynamics in the network, where the connection between the nodes occurs through intermediate fractional order nodes. The temporal series, phase planes, bifurcation diagrams, and Lyapunov exponent are considered to analyze the inherent dynamics of the network. Analyzing the spectral entropy of the chaotic series generated, the complexity of the network is quantified. As a final step, we demonstrate the feasibility of implementing the complex network. It is implemented on a field-programmable gate array (FPGA), which confirms its hardware realizability. |
format | Online Article Text |
id | pubmed-10297307 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102973072023-06-28 Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes Zambrano-Serrano, Ernesto Platas-Garza, Miguel Angel Posadas-Castillo, Cornelio Arellano-Delgado, Adrian Cruz-Hernández, César Entropy (Basel) Article Understanding the dynamics of complex systems defined in the sense of Caputo, such as fractional differences, is crucial for predicting their behavior and improving their functionality. In this paper, the emergence of chaos in complex dynamical networks with indirect coupling and discrete systems, both utilizing fractional order, is presented. The study employs indirect coupling to produce complex dynamics in the network, where the connection between the nodes occurs through intermediate fractional order nodes. The temporal series, phase planes, bifurcation diagrams, and Lyapunov exponent are considered to analyze the inherent dynamics of the network. Analyzing the spectral entropy of the chaotic series generated, the complexity of the network is quantified. As a final step, we demonstrate the feasibility of implementing the complex network. It is implemented on a field-programmable gate array (FPGA), which confirms its hardware realizability. MDPI 2023-05-29 /pmc/articles/PMC10297307/ /pubmed/37372210 http://dx.doi.org/10.3390/e25060866 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zambrano-Serrano, Ernesto Platas-Garza, Miguel Angel Posadas-Castillo, Cornelio Arellano-Delgado, Adrian Cruz-Hernández, César Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title | Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title_full | Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title_fullStr | Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title_full_unstemmed | Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title_short | Exploring the Role of Indirect Coupling in Complex Networks: The Emergence of Chaos and Entropy in Fractional Discrete Nodes |
title_sort | exploring the role of indirect coupling in complex networks: the emergence of chaos and entropy in fractional discrete nodes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297307/ https://www.ncbi.nlm.nih.gov/pubmed/37372210 http://dx.doi.org/10.3390/e25060866 |
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