Backward bifurcation and periodic dynamics in a tuberculosis model with integrated control strategies.

IF 2.6 4区 工程技术 Q1 Mathematics
Dipo Aldila, Chidozie Williams Chukwu, Eka D A Ginting, F Fatmawati, Faishal Farrel Herdicho, Mohammad Ivan Azis, S Sutrisno
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Abstract

In this study, we present a unified mathematical model for tuberculosis (TB) that integrates key interventions: Mask use and media campaigns to raise community awareness and promote vaccine booster uptake. The model also incorporates slow-fast disease progression and limited treatment capacity. A mathematical analysis was conducted to determine the existence and stability of equilibrium points. From the mathematical analysis on the stability criteria of the TB-free equilibrium point, we show that TB can be eradicated if the basic reproduction number is below one. However, due to insufficient treatment capacity, a backward bifurcation may occur when the reproduction number equals one, enabling the coexistence of endemic and disease-free equilibria even when the reproduction number is below one. The parameter estimation is based on TB incidence data per 100,000 individuals in Indonesia. Sensitivity analysis reveald that although both interventions are effective, media campaigns combined with vaccine boosters are more impactful in reducing TB transmission than the use of masks. Numerical simulations further suggest the possibility of periodic outbreaks, indicating potential seasonal TB patterns. To explore adaptive intervention strategies, we extended the model using an optimal control framework. Our findings suggested that combined implementation of face masks and media campaigns is more effective than using either alone, particularly when the likelihood of rapid disease progression increases.

具有综合控制策略的结核模型的后向分岔和周期动力学。
在这项研究中,我们提出了一个统一的结核病数学模型,该模型整合了关键干预措施:使用口罩和媒体宣传,以提高社区意识并促进疫苗增强剂的吸收。该模型还包含了慢速疾病进展和有限的治疗能力。通过数学分析确定了平衡点的存在性和稳定性。通过对无结核平衡点稳定性判据的数学分析,证明了当基本繁殖数小于1时,结核是可以被根除的。但是,由于处理能力不足,当繁殖数等于1时,可能出现向后分叉,即使繁殖数低于1,也可以实现地方性平衡和无病平衡共存。参数估计是根据印度尼西亚每10万人的结核病发病率数据进行的。敏感性分析表明,尽管这两种干预措施都是有效的,但在减少结核病传播方面,媒体宣传与疫苗助推器相结合比使用口罩更有效。数值模拟进一步表明周期性暴发的可能性,表明潜在的季节性结核病模式。为了探索自适应干预策略,我们使用最优控制框架扩展了模型。我们的研究结果表明,联合实施口罩和媒体宣传比单独使用任何一种都更有效,特别是当疾病快速进展的可能性增加时。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
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