Global Stability of SIR Model with Heterogeneous Transmission Rate Modeled by the Preisach Operator

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Ruofei Guan, Jana Kopfová, Dmitrii Rachinskii
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引用次数: 0

Abstract

SIAM Journal on Applied Dynamical Systems, Volume 23, Issue 2, Page 1199-1241, June 2024.
Abstract.In recent years, classical epidemic models, which assume stationary behavior of individuals, have been extended to include an adaptive heterogeneous response of the population to the current state of the epidemic. However, it is widely accepted that human behavior can exhibit history-dependence as a consequence of learned experiences. This history-dependence is similar to the hysteresis effects that have been well studied in control theory. To illustrate the importance of history-dependence for epidemic theory, we study the dynamics of a variant of the SIRS model where individuals exhibit lazy-switch responses to prevalence dynamics. The resulting model, which includes the Preisach hysteresis operator, possesses a continuum of endemic equilibrium states characterized by different proportions of susceptible, infected, and recovered populations. We discuss stability properties of the endemic equilibrium set and relate them to the degree of heterogeneity of the adaptive response. In particular, our results suggest that heterogeneity promotes the convergence of the epidemic trajectory to an equilibrium state. Heterogeneity can be achieved by selective intervention policies targeting specific population groups. On the other hand, heterogeneous responses can lead to a higher peak of infection during the epidemic and a higher prevalence at the endemic equilibrium after the epidemic. These results support the argument that public health responses during the emergence of a new disease have long-term consequences for subsequent management efforts. The main mathematical contribution of this work is a new method of global stability analysis, which uses a family of Lyapunov functions corresponding to different branches of the hysteresis operator. It is well known that instability can result from switching from one flow to another even though each flow is stable (if the flows have different Lyapunov functions). We provide sufficient conditions for the convergence of trajectories to the equilibrium set for switched systems with the Preisach hysteresis operator.
用普雷萨赫算子模拟具有异质传输速率的 SIR 模型的全局稳定性
SIAM 应用动力系统期刊》第 23 卷第 2 期第 1199-1241 页,2024 年 6 月。 摘要.近年来,假定个体行为静止的经典流行病模型已被扩展到包括人群对当前流行病状态的适应性异质响应。然而,人们普遍认为,人类行为会因学习经验而表现出历史依赖性。这种历史依赖性类似于控制理论中研究得很透彻的滞后效应。为了说明历史依赖性对流行病理论的重要性,我们研究了 SIRS 模型的一个变体的动态,在该变体中,个体对流行病动态表现出懒惰开关反应。由此产生的模型包含 Preisach 滞后算子,具有连续的流行平衡状态,其特征是易感人群、感染人群和康复人群的比例各不相同。我们讨论了地方性平衡集的稳定性,并将其与适应性反应的异质性程度联系起来。特别是,我们的研究结果表明,异质性会促进流行病轨迹向均衡状态收敛。异质性可以通过针对特定人群的选择性干预政策来实现。另一方面,异质性反应可导致疫情期间出现更高的感染峰值,并在疫情结束后达到流行平衡时出现更高的流行率。这些结果支持这样一个论点,即新疾病出现时的公共卫生应对措施会对后续管理工作产生长期影响。这项工作在数学上的主要贡献是采用了一种新的全局稳定性分析方法,该方法使用了与滞后算子的不同分支相对应的 Lyapunov 函数族。众所周知,从一个流切换到另一个流可能会导致不稳定,即使每个流都是稳定的(如果流具有不同的 Lyapunov 函数)。我们为具有 Preisach 滞后算子的切换系统提供了轨迹收敛到平衡集的充分条件。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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