Effect of shortest path multiplicity on congestion of multiplex networks
Shortest paths are representative of discrete geodesic distances in graphs, and many descriptors of networks depend on their counting. In multiplex networks, this counting is radically important to quantify the switch between layers and it has crucial implications in the transportation efficiency an...
Main Authors: | , , |
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Format: | Article |
Language: | English |
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IOP Publishing
2019-01-01
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Series: | New Journal of Physics |
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Online Access: | https://doi.org/10.1088/1367-2630/ab023e |
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author | Albert Solé-Ribalta Alex Arenas Sergio Gómez |
author_facet | Albert Solé-Ribalta Alex Arenas Sergio Gómez |
author_sort | Albert Solé-Ribalta |
collection | DOAJ |
description | Shortest paths are representative of discrete geodesic distances in graphs, and many descriptors of networks depend on their counting. In multiplex networks, this counting is radically important to quantify the switch between layers and it has crucial implications in the transportation efficiency and congestion processes. Here we present a mathematical approach to the computation of the joint distribution of distance and multiplicity (degeneration) of shortest paths in multiplex networks, and exploit its relation to congestion processes. The results allow us to approximate semi-analytically the onset of congestion in multiplex networks as a function of the congestion of its layers. |
first_indexed | 2024-03-12T16:29:25Z |
format | Article |
id | doaj.art-5da8d75374d4453eb7016f5af10b96a8 |
institution | Directory Open Access Journal |
issn | 1367-2630 |
language | English |
last_indexed | 2024-03-12T16:29:25Z |
publishDate | 2019-01-01 |
publisher | IOP Publishing |
record_format | Article |
series | New Journal of Physics |
spelling | doaj.art-5da8d75374d4453eb7016f5af10b96a82023-08-08T15:34:26ZengIOP PublishingNew Journal of Physics1367-26302019-01-0121303500310.1088/1367-2630/ab023eEffect of shortest path multiplicity on congestion of multiplex networksAlbert Solé-Ribalta0https://orcid.org/0000-0002-2953-5338Alex Arenas1https://orcid.org/0000-0003-0937-0334Sergio Gómez2https://orcid.org/0000-0003-1820-0062Internet Interdisciplinary Institute, Universitat Oberta de Catalunya , E-08018 Barcelona, Catalonia, Spain; URPP Social Networks, University of Zurich, CH-8050 Zurich, SwitzerlandDepartament d’Enginyeria Informàtica i Matemàtiques, Universitat Rovira i Virgili , E-43007 Tarragona, Catalonia, SpainDepartament d’Enginyeria Informàtica i Matemàtiques, Universitat Rovira i Virgili , E-43007 Tarragona, Catalonia, SpainShortest paths are representative of discrete geodesic distances in graphs, and many descriptors of networks depend on their counting. In multiplex networks, this counting is radically important to quantify the switch between layers and it has crucial implications in the transportation efficiency and congestion processes. Here we present a mathematical approach to the computation of the joint distribution of distance and multiplicity (degeneration) of shortest paths in multiplex networks, and exploit its relation to congestion processes. The results allow us to approximate semi-analytically the onset of congestion in multiplex networks as a function of the congestion of its layers.https://doi.org/10.1088/1367-2630/ab023emultiplex networkscongestionshortest paths |
spellingShingle | Albert Solé-Ribalta Alex Arenas Sergio Gómez Effect of shortest path multiplicity on congestion of multiplex networks New Journal of Physics multiplex networks congestion shortest paths |
title | Effect of shortest path multiplicity on congestion of multiplex networks |
title_full | Effect of shortest path multiplicity on congestion of multiplex networks |
title_fullStr | Effect of shortest path multiplicity on congestion of multiplex networks |
title_full_unstemmed | Effect of shortest path multiplicity on congestion of multiplex networks |
title_short | Effect of shortest path multiplicity on congestion of multiplex networks |
title_sort | effect of shortest path multiplicity on congestion of multiplex networks |
topic | multiplex networks congestion shortest paths |
url | https://doi.org/10.1088/1367-2630/ab023e |
work_keys_str_mv | AT albertsoleribalta effectofshortestpathmultiplicityoncongestionofmultiplexnetworks AT alexarenas effectofshortestpathmultiplicityoncongestionofmultiplexnetworks AT sergiogomez effectofshortestpathmultiplicityoncongestionofmultiplexnetworks |