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Analysis of pulsating variable stars using the visibility graph algorithm
We study the light curves of pulsating variable stars using a complex network approach to build visibility graphs. We consider various types of variables stars (e.g., Cepheids, δ Scuti, RR Lyrae), build two types of graphs (the normal visibility graph (VG) and the horizontal visibility graph (HVG)),...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8598052/ https://www.ncbi.nlm.nih.gov/pubmed/34788340 http://dx.doi.org/10.1371/journal.pone.0259735 |
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author | Muñoz, Víctor Garcés, N. Elizabeth |
author_facet | Muñoz, Víctor Garcés, N. Elizabeth |
author_sort | Muñoz, Víctor |
collection | PubMed |
description | We study the light curves of pulsating variable stars using a complex network approach to build visibility graphs. We consider various types of variables stars (e.g., Cepheids, δ Scuti, RR Lyrae), build two types of graphs (the normal visibility graph (VG) and the horizontal visibility graph (HVG)), and calculate various metrics for the resulting networks. We find that all networks have a power-law degree distribution for the VG and an exponential distribution for the HVG, suggesting that it is a universal feature, regardless of the pulsation features. Metrics such as the average degree, the clustering coefficient and the transitivity coefficient, can distinguish between some star types. We also observe that the results are not strongly affected by the presence of observation gaps in the light curves. These findings suggest that the visibility graph algorithm may be a useful technique to study variability in stars. |
format | Online Article Text |
id | pubmed-8598052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-85980522021-11-18 Analysis of pulsating variable stars using the visibility graph algorithm Muñoz, Víctor Garcés, N. Elizabeth PLoS One Research Article We study the light curves of pulsating variable stars using a complex network approach to build visibility graphs. We consider various types of variables stars (e.g., Cepheids, δ Scuti, RR Lyrae), build two types of graphs (the normal visibility graph (VG) and the horizontal visibility graph (HVG)), and calculate various metrics for the resulting networks. We find that all networks have a power-law degree distribution for the VG and an exponential distribution for the HVG, suggesting that it is a universal feature, regardless of the pulsation features. Metrics such as the average degree, the clustering coefficient and the transitivity coefficient, can distinguish between some star types. We also observe that the results are not strongly affected by the presence of observation gaps in the light curves. These findings suggest that the visibility graph algorithm may be a useful technique to study variability in stars. Public Library of Science 2021-11-17 /pmc/articles/PMC8598052/ /pubmed/34788340 http://dx.doi.org/10.1371/journal.pone.0259735 Text en © 2021 Muñoz, Garcés https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Muñoz, Víctor Garcés, N. Elizabeth Analysis of pulsating variable stars using the visibility graph algorithm |
title | Analysis of pulsating variable stars using the visibility graph algorithm |
title_full | Analysis of pulsating variable stars using the visibility graph algorithm |
title_fullStr | Analysis of pulsating variable stars using the visibility graph algorithm |
title_full_unstemmed | Analysis of pulsating variable stars using the visibility graph algorithm |
title_short | Analysis of pulsating variable stars using the visibility graph algorithm |
title_sort | analysis of pulsating variable stars using the visibility graph algorithm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8598052/ https://www.ncbi.nlm.nih.gov/pubmed/34788340 http://dx.doi.org/10.1371/journal.pone.0259735 |
work_keys_str_mv | AT munozvictor analysisofpulsatingvariablestarsusingthevisibilitygraphalgorithm AT garcesnelizabeth analysisofpulsatingvariablestarsusingthevisibilitygraphalgorithm |