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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...

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Autores principales: Zambrano-Serrano, Ernesto, Platas-Garza, Miguel Angel, Posadas-Castillo, Cornelio, Arellano-Delgado, Adrian, Cruz-Hernández, César
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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