A novel approach to model the role of mobility suppression and vaccinations in containing epidemics in a network of cities

被引:2
作者
Alrawas, Leen [1 ]
Tridane, Abdessamad [2 ,3 ]
Benrhmach, Ghassane [4 ]
机构
[1] New York Univ Abu Dhabi, Dept Phys, Abu Dhabi, U Arab Emirates
[2] United Arab Emirates Univ, Dept Math Sci, Abu Dhabi, U Arab Emirates
[3] United Arab Emirates Univ, Emirates Ctr Mobil Res, Abu Dhabi, U Arab Emirates
[4] United Arab Emirates Univ, Dept Stat & Business Analyt, Abu Dhabi, U Arab Emirates
关键词
Agent -based modeling; Network; Epidemics;
D O I
10.1016/j.idm.2024.01.005
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper presents a comprehensive agent -based model for the spread of an infection in a network of cities. Directional mobility is defined between each two cities and can take different values. The work examines the role that such mobility levels play in containing the infection with various vaccination coverage and age distributions. The results indicate that mobility reduction is sufficient to control the disease under all circumstances and full lockdowns are not a necessity. It has to be reduced to different ratios depending on the vaccination level and age distribution. A key finding is that increasing vaccination coverage above a certain level does not affect the mobility suppression level required to control the infection anymore for the cases of young population and heterogeneous age distributions. By investigating several migration and commuting patterns, it is found that shutting mobility in a few local places is favored against reducing mobility over the entire country network. In addition, commuting -and not migration -influences the spread level of the infection. The work offers an exclusive combined network-based and agent -based model that makes use of randomly generated mobility matrices. (c) 2024 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY -NC -ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:397 / 410
页数:14
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