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Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples
The study of connectivity patterns in networks has brought novel insights across diverse fields ranging from neurosciences to epidemic spreading or climate. In this context, betweenness centrality has demonstrated to be a very effective measure to identify nodes that act as focus of congestion, or b...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8368092/ https://www.ncbi.nlm.nih.gov/pubmed/34400636 http://dx.doi.org/10.1038/s41467-021-25155-9 |
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author | Ser-Giacomi, Enrico Baudena, Alberto Rossi, Vincent Follows, Mick Clayton, Sophie Vasile, Ruggero López, Cristóbal Hernández-García, Emilio |
author_facet | Ser-Giacomi, Enrico Baudena, Alberto Rossi, Vincent Follows, Mick Clayton, Sophie Vasile, Ruggero López, Cristóbal Hernández-García, Emilio |
author_sort | Ser-Giacomi, Enrico |
collection | PubMed |
description | The study of connectivity patterns in networks has brought novel insights across diverse fields ranging from neurosciences to epidemic spreading or climate. In this context, betweenness centrality has demonstrated to be a very effective measure to identify nodes that act as focus of congestion, or bottlenecks, in the network. However, there is not a way to define betweenness outside the network framework. By analytically linking dynamical systems and network theory, we provide a trajectory-based formulation of betweenness, called Lagrangian betweenness, as a function of Lyapunov exponents. This extends the concept of betweenness beyond the context of network theory relating hyperbolic points and heteroclinic connections in any dynamical system to the structural bottlenecks of the network associated with it. Using modeled and observational velocity fields, we show that such bottlenecks are present and surprisingly persistent in the oceanic circulation across different spatio-temporal scales and we illustrate the role of these areas in driving fluid transport over vast oceanic regions. Analyzing plankton abundance data from the Kuroshio region of the Pacific Ocean, we find significant spatial correlations between measures of diversity and betweenness, suggesting promise for ecological applications. |
format | Online Article Text |
id | pubmed-8368092 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-83680922021-09-02 Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples Ser-Giacomi, Enrico Baudena, Alberto Rossi, Vincent Follows, Mick Clayton, Sophie Vasile, Ruggero López, Cristóbal Hernández-García, Emilio Nat Commun Article The study of connectivity patterns in networks has brought novel insights across diverse fields ranging from neurosciences to epidemic spreading or climate. In this context, betweenness centrality has demonstrated to be a very effective measure to identify nodes that act as focus of congestion, or bottlenecks, in the network. However, there is not a way to define betweenness outside the network framework. By analytically linking dynamical systems and network theory, we provide a trajectory-based formulation of betweenness, called Lagrangian betweenness, as a function of Lyapunov exponents. This extends the concept of betweenness beyond the context of network theory relating hyperbolic points and heteroclinic connections in any dynamical system to the structural bottlenecks of the network associated with it. Using modeled and observational velocity fields, we show that such bottlenecks are present and surprisingly persistent in the oceanic circulation across different spatio-temporal scales and we illustrate the role of these areas in driving fluid transport over vast oceanic regions. Analyzing plankton abundance data from the Kuroshio region of the Pacific Ocean, we find significant spatial correlations between measures of diversity and betweenness, suggesting promise for ecological applications. Nature Publishing Group UK 2021-08-16 /pmc/articles/PMC8368092/ /pubmed/34400636 http://dx.doi.org/10.1038/s41467-021-25155-9 Text en © This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ser-Giacomi, Enrico Baudena, Alberto Rossi, Vincent Follows, Mick Clayton, Sophie Vasile, Ruggero López, Cristóbal Hernández-García, Emilio Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title | Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title_full | Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title_fullStr | Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title_full_unstemmed | Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title_short | Lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
title_sort | lagrangian betweenness as a measure of bottlenecks in dynamical systems with oceanographic examples |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8368092/ https://www.ncbi.nlm.nih.gov/pubmed/34400636 http://dx.doi.org/10.1038/s41467-021-25155-9 |
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