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由更新过程驱动的 compartmental 模型:生存分析及其在 SVIS 流行病模型中的应用

Compartmental Models Driven by Renewal Processes: Survival Analysis and Applications to SVIS Epidemic Models.

作者信息

Wanduku Divine, Hasan Md Mahmud

机构信息

Department of Mathematical Sciences, Georgia Southern University, 65 Georgia Ave, Room 3309, Statesboro, Georgia, 30460, USA.

Department of Biostatistics, Data Science and Epidemiology, School of Public Health, Augusta University, 1120, 15th Street, Augusta, GA, 30912, USA.

出版信息

Sci Rep. 2025 Jan 14;15(1):1943. doi: 10.1038/s41598-024-80166-y.

Abstract

Compartmental models with exponentially distributed lifetime stages assume a constant hazard rate, limiting their scope. This study develops a theoretical framework for systems with general lifetime distributions, modeled as transition rates in a renewal process. Applications are provided for the SVIS (Susceptible-Vaccinated-Infected-Susceptible) disease epidemic model to investigate the impacts of hazard rate functions (HRFs) on disease control. The novel SVIS model is formulated as a non-autonomous nonlinear system (NANLS) of ordinary differential equations (ODEs), with coefficients defined by HRFs. Key statistical properties and the basic reproduction number ([Formula: see text]) are derived, and conditions for the system's asymptotic autonomy are established for specific lifetime distributions. Four HRF behaviors-monotonic, bathtub, reverse bathtub, and constant-are analyzed to determine conditions for disease eradication and the asymptotic population under these scenarios. Sensitivity analysis examines how HRF behaviors shape system trajectories. Numerical simulations illustrate the influence of diverse lifetime models on vaccine efficacy and immunity, offering insights for effective disease management.

摘要

具有指数分布寿命阶段的 compartmental 模型假设危险率恒定,限制了它们的适用范围。本研究为具有一般寿命分布的系统开发了一个理论框架,将其建模为更新过程中的转移率。针对 SVIS(易感 - 接种 - 感染 - 易感)疾病流行模型提供了应用,以研究危险率函数(HRF)对疾病控制的影响。新颖的 SVIS 模型被表述为常微分方程(ODE)的非自治非线性系统(NANLS),其系数由 HRF 定义。推导了关键统计特性和基本再生数([公式:见正文]),并针对特定寿命分布建立了系统渐近自治的条件。分析了四种 HRF 行为——单调、浴盆形、反向浴盆形和恒定——以确定这些情况下疾病根除的条件和渐近种群。敏感性分析研究了 HRF 行为如何塑造系统轨迹。数值模拟说明了不同寿命模型对疫苗效力和免疫力的影响,为有效的疾病管理提供了见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2e4f/11733156/ac19c6086474/41598_2024_80166_Fig1_HTML.jpg

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