Optimal Control Strategies and Sensitivity Analysis of an HIV/AIDS-Resistant Model with Behavior Change

IF 1.4 4区 生物学 Q4 MATHEMATICAL & COMPUTATIONAL BIOLOGY
Musa Rabiu, Robert Willie, Nabendra Parumasur
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引用次数: 6

Abstract

Despite several research on HIV/AIDS, it is still incumbent to investigate more effective control measures to mitigate its infection level. Therefore, we introduce an HIV/AIDS-resistant model with behavior change and study its basic properties. In order to determine the most sensitive parameters that are responsible for disease transmission with respect to the basic reproduction number and those responsible for disease prevalence with respect to the endemic equilibrium, the sensitivity analysis was established and it was confirmed that the influx rate of people into the infected population and total abstinence from all risk practices and endemic areas are some of the most sensitive parameters for disease spread and disease eradication, respectively. Furthermore, by considering controls \(u_1\) denoting the government’s intervention in promoting and encouraging behavior change, \(u_2\) representing intake of balanced nutritional supplementation, and \(u_3\) connoting antiretroviral therapy (ART), an optimal control problem was developed and analyzed. Before the establishment of the necessary conditions of the optimal control using Pontryagin’s Maximum Principle, we proved the existence of the optimal control triplet \((u_1(t),u_2(t),u_3(t)\in \Phi ,\) where \(\Phi\) is the control set at time t,) which has been neglected by many researchers in recent years. Using the Runge–Kutta scheme, the optimal control problem was solved to understand the best combination of control strategies. Using the demographic and epidemiological data for South Africa on HIV/AIDS, a numerical simulation was carried out and results are presented on 3D surface plots. The obtained results suggested that the combination of all the considered control measures is the best method to ensure disease eradication.

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具有行为变化的HIV/ aids抵抗模型的最优控制策略及灵敏度分析
尽管对艾滋病毒/艾滋病进行了几项研究,但仍有责任调查更有效的控制措施,以降低其感染水平。因此,我们引入了一个具有行为变化的HIV/AIDS抗性模型,并研究了其基本性质。为了确定关于基本繁殖数的负责疾病传播的最敏感参数和关于地方病均衡的负责疾病流行的参数,建立了敏感性分析,并证实感染人群的流入率和完全戒除所有风险做法和流行地区分别是疾病传播和根除的一些最敏感的参数。此外,通过考虑代表政府干预促进和鼓励行为改变的对照组(u1)、代表均衡营养补充的摄入的对照组和代表抗逆转录病毒疗法的对照组,提出并分析了一个最优控制问题。在利用Pontryagin最大值原理建立最优控制的必要条件之前,我们证明了最优控制三元组\((u1(t),u2(t。使用Runge–Kutta方案,解决了最优控制问题,以了解控制策略的最佳组合。利用南非关于艾滋病毒/艾滋病的人口统计和流行病学数据,进行了数值模拟,结果显示在三维曲面图上。所获得的结果表明,将所有考虑的控制措施相结合是确保根除疾病的最佳方法。
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来源期刊
Acta Biotheoretica
Acta Biotheoretica 生物-生物学
CiteScore
2.70
自引率
7.70%
发文量
19
审稿时长
3 months
期刊介绍: Acta Biotheoretica is devoted to the promotion of theoretical biology, encompassing mathematical biology and the philosophy of biology, paying special attention to the methodology of formation of biological theory. Papers on all kind of biological theories are welcome. Interesting subjects include philosophy of biology, biomathematics, computational biology, genetics, ecology and morphology. The process of theory formation can be presented in verbal or mathematical form. Moreover, purely methodological papers can be devoted to the historical origins of the philosophy underlying biological theories and concepts. Papers should contain clear statements of biological assumptions, and where applicable, a justification of their translation into mathematical form and a detailed discussion of the mathematical treatment. The connection to empirical data should be clarified. Acta Biotheoretica also welcomes critical book reviews, short comments on previous papers and short notes directing attention to interesting new theoretical ideas.
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