Spatio-temporal chaos and clustering induced by nonlocal information and vaccine hesitancy in the SIR epidemic model

被引:9
|
作者
Banerjee, Malay [1 ]
Ghosh, Samiran [1 ]
Manfredi, Piero [2 ]
d'Onofrio, Alberto [3 ,4 ,5 ]
机构
[1] Indian Inst Technol Kanpur, Dept Math & Stat, Kanpur 208016, India
[2] Pisa Univ, Dept Econ, Pisa, Italy
[3] Univ Trieste, Dept Math & Geosci, Trieste, Italy
[4] Univ Claude Bernard Lyon 1, Inst Camille Jordan, Villeurbanne, France
[5] Int Prevent Res Inst, 106 Cours Lafayette, F-69006 Lyon, France
关键词
Vaccine hesitancy; Spatio-temporal chaos; Statistical Physics of Vaccinations; Non-locality; Turing bifurcation; Maximum Lyapunov Exponent; WAVE;
D O I
10.1016/j.chaos.2023.113339
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Human behavior, and in particular vaccine hesitancy, is a critical factor for the control of childhood infectious disease. Here we propose a spatio-temporal behavioral epidemiology model where the vaccine propensity depends on information that is non-local in space and in time. The properties of the proposed model are analyzed under different hypotheses on the spatio-temporal kernels tuning the vaccination response of individuals. As a main result, we could numerically show that vaccine hesitancy induces the onset of many dynamic patterns of relevance for epidemiology. In particular we observed: behavior-modulated patterns and spatio-temporal chaos. This is the first known example of human behavior-induced spatio-temporal chaos in statistical physics of vaccination. Patterns and spatio-temporal chaos are difficult to deal with, from the Public Health viewpoint, hence showing that vaccine hesitancy can cause them could be of interest. Additionally, we propose a new simple heuristic algorithm to estimate the Maximum Lyapunov Exponent.
引用
收藏
页数:17
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