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Characterizing the Solar Activity Using the Visibility Graph Method

In this paper, the Sun and its behavior are studied by means of complex networks. The complex network was built using the Visibility Graph algorithm. This method maps time series into graphs in which every element of the time series is considered as a node and a visibility criterion is defined in or...

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Detalles Bibliográficos
Autores principales: Zurita-Valencia, Tomás, Muñoz, Víctor
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955573/
https://www.ncbi.nlm.nih.gov/pubmed/36832708
http://dx.doi.org/10.3390/e25020342
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author Zurita-Valencia, Tomás
Muñoz, Víctor
author_facet Zurita-Valencia, Tomás
Muñoz, Víctor
author_sort Zurita-Valencia, Tomás
collection PubMed
description In this paper, the Sun and its behavior are studied by means of complex networks. The complex network was built using the Visibility Graph algorithm. This method maps time series into graphs in which every element of the time series is considered as a node and a visibility criterion is defined in order to connect them. Using this method, we construct complex networks for magnetic field and sunspots time series encompassing four solar cycles, and various measures such as degree, clustering coefficient, mean path length, betweenness centrality, eigenvector centrality and decay exponents were calculated. In order to study the system in several time scales, we perform both a global, where the network contains information on the four solar cycles, and a local analysis, involving moving windows. Some metrics correlate with solar activity, while others do not. Interestingly, those metric which seem to respond to varying levels of solar activity in the global analysis, also do in the moving windows analysis. Our results suggest that complex networks can provide a useful way to follow solar activity, and reveal new features on solar cycles.
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spelling pubmed-99555732023-02-25 Characterizing the Solar Activity Using the Visibility Graph Method Zurita-Valencia, Tomás Muñoz, Víctor Entropy (Basel) Article In this paper, the Sun and its behavior are studied by means of complex networks. The complex network was built using the Visibility Graph algorithm. This method maps time series into graphs in which every element of the time series is considered as a node and a visibility criterion is defined in order to connect them. Using this method, we construct complex networks for magnetic field and sunspots time series encompassing four solar cycles, and various measures such as degree, clustering coefficient, mean path length, betweenness centrality, eigenvector centrality and decay exponents were calculated. In order to study the system in several time scales, we perform both a global, where the network contains information on the four solar cycles, and a local analysis, involving moving windows. Some metrics correlate with solar activity, while others do not. Interestingly, those metric which seem to respond to varying levels of solar activity in the global analysis, also do in the moving windows analysis. Our results suggest that complex networks can provide a useful way to follow solar activity, and reveal new features on solar cycles. MDPI 2023-02-13 /pmc/articles/PMC9955573/ /pubmed/36832708 http://dx.doi.org/10.3390/e25020342 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
Zurita-Valencia, Tomás
Muñoz, Víctor
Characterizing the Solar Activity Using the Visibility Graph Method
title Characterizing the Solar Activity Using the Visibility Graph Method
title_full Characterizing the Solar Activity Using the Visibility Graph Method
title_fullStr Characterizing the Solar Activity Using the Visibility Graph Method
title_full_unstemmed Characterizing the Solar Activity Using the Visibility Graph Method
title_short Characterizing the Solar Activity Using the Visibility Graph Method
title_sort characterizing the solar activity using the visibility graph method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955573/
https://www.ncbi.nlm.nih.gov/pubmed/36832708
http://dx.doi.org/10.3390/e25020342
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