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具有跳跃扩散的随机新冠疫情模型的动力学

Dynamics of a stochastic COVID-19 epidemic model with jump-diffusion.

作者信息

Tesfay Almaz, Saeed Tareq, Zeb Anwar, Tesfay Daniel, Khalaf Anas, Brannan James

机构信息

School of Mathematics and Statistics & Center for Mathematical Sciences, Huazhong University of Science and Technology, Wuhan, 430074 China.

Department of Mathematics, Mekelle University, P.O. Box 231, Mekelle, Ethiopia.

出版信息

Adv Differ Equ. 2021;2021(1):228. doi: 10.1186/s13662-021-03396-8. Epub 2021 May 1.

Abstract

For a stochastic COVID-19 model with jump-diffusion, we prove the existence and uniqueness of the global positive solution. We also investigate some conditions for the extinction and persistence of the disease. We calculate the threshold of the stochastic epidemic system which determines the extinction or permanence of the disease at different intensities of the stochastic noises. This threshold is denoted by which depends on white and jump noises. The effects of these noises on the dynamics of the model are studied. The numerical experiments show that the random perturbation introduced in the stochastic model suppresses disease outbreak as compared to its deterministic counterpart. In other words, the impact of the noises on the extinction and persistence is high. When the noise is large or small, our numerical findings show that COVID-19 vanishes from the population if ; whereas the epidemic cannot go out of control if . From this, we observe that white noise and jump noise have a significant effect on the spread of COVID-19 infection, i.e., we can conclude that the stochastic model is more realistic than the deterministic one. Finally, to illustrate this phenomenon, we put some numerical simulations.

摘要

对于一个具有跳跃扩散的随机新冠病毒模型,我们证明了全局正解的存在性和唯一性。我们还研究了疾病灭绝和持续存在的一些条件。我们计算了随机流行病系统的阈值,该阈值决定了在不同强度的随机噪声下疾病的灭绝或持续存在情况。这个阈值用 表示,它取决于白噪声和跳跃噪声。研究了这些噪声对模型动态的影响。数值实验表明,与确定性模型相比,随机模型中引入的随机扰动抑制了疾病爆发。换句话说,噪声对灭绝和持续存在的影响很大。当噪声大或小时,我们的数值结果表明,如果 ,新冠病毒会从人群中消失;而如果 ,疫情不会失控。由此,我们观察到白噪声和跳跃噪声对新冠病毒感染的传播有显著影响,即我们可以得出结论,随机模型比确定性模型更现实。最后,为了说明这一现象,我们进行了一些数值模拟。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7008/8087893/9ff932bee223/13662_2021_3396_Fig1_HTML.jpg

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