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The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences
In this paper, we propose a coupled awareness—epidemic spreading model considering the heterogeneity of individual influences, which aims to explore the interaction between awareness diffusion and epidemic transmission. The considered heterogeneities of individual influences are threefold: the heter...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9272667/ https://www.ncbi.nlm.nih.gov/pubmed/35847410 http://dx.doi.org/10.1007/s11071-022-07640-y |
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author | Xu, Haidong Zhao, Ye Han, Dun |
author_facet | Xu, Haidong Zhao, Ye Han, Dun |
author_sort | Xu, Haidong |
collection | PubMed |
description | In this paper, we propose a coupled awareness—epidemic spreading model considering the heterogeneity of individual influences, which aims to explore the interaction between awareness diffusion and epidemic transmission. The considered heterogeneities of individual influences are threefold: the heterogeneity of individual influences in the information layer, the heterogeneity of individual influences in the epidemic layer and the heterogeneity of individual behavioral responses to epidemics. In addition, the individuals’ receptive preference for information and the impacts of individuals’ perceived local awareness ratio and individuals’ perceived epidemic severity on self-protective behavior are included. The epidemic threshold is theoretically established by the microscopic Markov chain approach and the mean-field approach. Results indicate that the critical local and global awareness ratios have two-stage effects on the epidemic threshold. Besides, either the heterogeneity of individual influences in the information layer or the strength of individuals’ responses to epidemics can influence the epidemic threshold with a nonlinear way. However, the heterogeneity of individual influences in the epidemic layer has few effect on the epidemic threshold, but can affects the magnitude of the final infected density. |
format | Online Article Text |
id | pubmed-9272667 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-92726672022-07-11 The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences Xu, Haidong Zhao, Ye Han, Dun Nonlinear Dyn Original Paper In this paper, we propose a coupled awareness—epidemic spreading model considering the heterogeneity of individual influences, which aims to explore the interaction between awareness diffusion and epidemic transmission. The considered heterogeneities of individual influences are threefold: the heterogeneity of individual influences in the information layer, the heterogeneity of individual influences in the epidemic layer and the heterogeneity of individual behavioral responses to epidemics. In addition, the individuals’ receptive preference for information and the impacts of individuals’ perceived local awareness ratio and individuals’ perceived epidemic severity on self-protective behavior are included. The epidemic threshold is theoretically established by the microscopic Markov chain approach and the mean-field approach. Results indicate that the critical local and global awareness ratios have two-stage effects on the epidemic threshold. Besides, either the heterogeneity of individual influences in the information layer or the strength of individuals’ responses to epidemics can influence the epidemic threshold with a nonlinear way. However, the heterogeneity of individual influences in the epidemic layer has few effect on the epidemic threshold, but can affects the magnitude of the final infected density. Springer Netherlands 2022-07-11 2022 /pmc/articles/PMC9272667/ /pubmed/35847410 http://dx.doi.org/10.1007/s11071-022-07640-y Text en © The Author(s), under exclusive licence to Springer Nature B.V. 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Paper Xu, Haidong Zhao, Ye Han, Dun The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title | The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title_full | The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title_fullStr | The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title_full_unstemmed | The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title_short | The impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
title_sort | impact of the global and local awareness diffusion on epidemic transmission considering the heterogeneity of individual influences |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9272667/ https://www.ncbi.nlm.nih.gov/pubmed/35847410 http://dx.doi.org/10.1007/s11071-022-07640-y |
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