Balancing capacity and epidemic spread in the global airline network
Abstract The structure of complex networks has long been understood to play a role in transmission and spreading phenomena on a graph. Such networks form an important part of the structure of society, including transportation networks. As society fights to control the COVID-19 pandemic, an important...
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2021
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oai:doaj.org-article:8754e08ce81d46bf9ce2e4051c1029c82021-11-28T12:10:03ZBalancing capacity and epidemic spread in the global airline network10.1007/s41109-021-00432-02364-8228https://doaj.org/article/8754e08ce81d46bf9ce2e4051c1029c82021-11-01T00:00:00Zhttps://doi.org/10.1007/s41109-021-00432-0https://doaj.org/toc/2364-8228Abstract The structure of complex networks has long been understood to play a role in transmission and spreading phenomena on a graph. Such networks form an important part of the structure of society, including transportation networks. As society fights to control the COVID-19 pandemic, an important question is how to choose the optimum balance between the full opening of transport networks and the control of epidemic spread. In this work we investigate the interplay between network dismantling and epidemic spread rate as a proxy for the imposition of travel restrictions to control disease spread. For network dismantling we focus on the weighted and unweighted forms of metrics that capture the topological and informational structure of the network. Our results indicate that there is benefit to a directed approach to imposing travel restrictions, but we identify that more detailed models of the transport network are necessary for definitive results.Robert HarperPhilip TeeSpringerOpenarticleCOVID-19Epidemic spreadVertex entropyComplex networksTransport networksApplied mathematics. Quantitative methodsT57-57.97ENApplied Network Science, Vol 6, Iss 1, Pp 1-26 (2021) |
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DOAJ |
language |
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topic |
COVID-19 Epidemic spread Vertex entropy Complex networks Transport networks Applied mathematics. Quantitative methods T57-57.97 |
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COVID-19 Epidemic spread Vertex entropy Complex networks Transport networks Applied mathematics. Quantitative methods T57-57.97 Robert Harper Philip Tee Balancing capacity and epidemic spread in the global airline network |
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Abstract The structure of complex networks has long been understood to play a role in transmission and spreading phenomena on a graph. Such networks form an important part of the structure of society, including transportation networks. As society fights to control the COVID-19 pandemic, an important question is how to choose the optimum balance between the full opening of transport networks and the control of epidemic spread. In this work we investigate the interplay between network dismantling and epidemic spread rate as a proxy for the imposition of travel restrictions to control disease spread. For network dismantling we focus on the weighted and unweighted forms of metrics that capture the topological and informational structure of the network. Our results indicate that there is benefit to a directed approach to imposing travel restrictions, but we identify that more detailed models of the transport network are necessary for definitive results. |
format |
article |
author |
Robert Harper Philip Tee |
author_facet |
Robert Harper Philip Tee |
author_sort |
Robert Harper |
title |
Balancing capacity and epidemic spread in the global airline network |
title_short |
Balancing capacity and epidemic spread in the global airline network |
title_full |
Balancing capacity and epidemic spread in the global airline network |
title_fullStr |
Balancing capacity and epidemic spread in the global airline network |
title_full_unstemmed |
Balancing capacity and epidemic spread in the global airline network |
title_sort |
balancing capacity and epidemic spread in the global airline network |
publisher |
SpringerOpen |
publishDate |
2021 |
url |
https://doaj.org/article/8754e08ce81d46bf9ce2e4051c1029c8 |
work_keys_str_mv |
AT robertharper balancingcapacityandepidemicspreadintheglobalairlinenetwork AT philiptee balancingcapacityandepidemicspreadintheglobalairlinenetwork |
_version_ |
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