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Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases
Aviation transportation systems have developed rapidly in recent years and have become a focus for research on the modeling of epidemics. However, despite the number of studies on aggregated topological structures and their effects on the spread of disease, the temporal sequence of flights that conn...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5430792/ https://www.ncbi.nlm.nih.gov/pubmed/28455531 http://dx.doi.org/10.1038/s41598-017-01380-5 |
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author | Mou, Jianhong Liu, Chuchu Chen, Saran Huang, Ge Lu, Xin |
author_facet | Mou, Jianhong Liu, Chuchu Chen, Saran Huang, Ge Lu, Xin |
author_sort | Mou, Jianhong |
collection | PubMed |
description | Aviation transportation systems have developed rapidly in recent years and have become a focus for research on the modeling of epidemics. However, despite the number of studies on aggregated topological structures and their effects on the spread of disease, the temporal sequence of flights that connect different airports have not been examined. In this study, to analyze the temporal pattern of the Chinese Aviation Network (CAN), we obtain a time series of topological statistics through sliding the temporal CAN with an hourly time window. In addition, we build two types of Susceptible-Infectious (SI) spreading models to study the effects of linking sequence and temporal duration on the spread of diseases. The results reveal that the absence of links formed by flights without alternatives at dawn and night causes a significant decrease in the centralization of the network. The temporal sparsity of linking sequence slows down the spread of disease on CAN, and the duration of flights intensifies the sensitiveness of CAN to targeted infection. The results are of great significance for further understanding of the aviation network and the dynamic process, such as the propagation of delay. |
format | Online Article Text |
id | pubmed-5430792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-54307922017-05-16 Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases Mou, Jianhong Liu, Chuchu Chen, Saran Huang, Ge Lu, Xin Sci Rep Article Aviation transportation systems have developed rapidly in recent years and have become a focus for research on the modeling of epidemics. However, despite the number of studies on aggregated topological structures and their effects on the spread of disease, the temporal sequence of flights that connect different airports have not been examined. In this study, to analyze the temporal pattern of the Chinese Aviation Network (CAN), we obtain a time series of topological statistics through sliding the temporal CAN with an hourly time window. In addition, we build two types of Susceptible-Infectious (SI) spreading models to study the effects of linking sequence and temporal duration on the spread of diseases. The results reveal that the absence of links formed by flights without alternatives at dawn and night causes a significant decrease in the centralization of the network. The temporal sparsity of linking sequence slows down the spread of disease on CAN, and the duration of flights intensifies the sensitiveness of CAN to targeted infection. The results are of great significance for further understanding of the aviation network and the dynamic process, such as the propagation of delay. Nature Publishing Group UK 2017-04-28 /pmc/articles/PMC5430792/ /pubmed/28455531 http://dx.doi.org/10.1038/s41598-017-01380-5 Text en © The Author(s) 2017 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/. |
spellingShingle | Article Mou, Jianhong Liu, Chuchu Chen, Saran Huang, Ge Lu, Xin Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title | Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title_full | Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title_fullStr | Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title_full_unstemmed | Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title_short | Temporal Characteristics of the Chinese Aviation Network and their Effects on the Spread of Infectious Diseases |
title_sort | temporal characteristics of the chinese aviation network and their effects on the spread of infectious diseases |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5430792/ https://www.ncbi.nlm.nih.gov/pubmed/28455531 http://dx.doi.org/10.1038/s41598-017-01380-5 |
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