Stochastic SIR Levy Jump Model with Heavy-Tailed Increments

被引:24
|
作者
Privault, Nicolas [1 ]
Wang, Liang [2 ]
机构
[1] Nanyang Technol Univ, Sch Phys & Math Sci, Singapore 637371, Singapore
[2] Nanjing Univ Sci & Technol, Sch Sci, Nanjing 210094, Peoples R China
基金
中国国家自然科学基金;
关键词
SIR model; Multidimensional Levy processes; Extinction; Persistence in the mean; Kunita's inequality; Tempered stable process; EPIDEMIC MODEL; THRESHOLD; BEHAVIOR;
D O I
10.1007/s00332-020-09670-5
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper considers a general stochastic SIR epidemic model driven by a multidimensional Levy jump process with heavy-tailed increments and possible correlation between noise components. In this framework, we derive new sufficient conditions for disease extinction and persistence in the mean. Our method differs from previous approaches by the use of Kunita's inequality instead of the Burkholder-Davis-Gundy inequality for continuous processes, and allows for the treatment of infinite Levy measures by the definition of new threshold (R) over bar (0). An SIR model driven by a tempered stable process is presented as an example of application with the ability to model sudden disease outbreak, illustrated by numerical simulations. The results show that persistence and extinction are dependent not only on the variance of the processes increments, but also on the shapes of their distributions.
引用
收藏
页数:28
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