Role of awareness programs on diabetes prevention and control of viral infection: a study of optimal control

IF 2.9 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY The European Physical Journal Plus Pub Date : 2025-02-22 DOI:10.1140/epjp/s13360-025-06063-z
Kalyan Kumar Pal, Rajanish Kumar Rai, Pankaj Kumar Tiwari, Arvind Kumar Misra
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Abstract

Diabetes is a chronic metabolic disorder characterized by elevated blood glucose levels due to insufficient insulin production or ineffective use of insulin. While primarily driven by genetics and lifestyle, viral infections like enteroviruses, cytomegalovirus, hepatitis C, HIV, and COVID-19 have also been linked to triggering both type 1 and type 2 diabetes (T2D), possibly through immune system-induced metabolic changes. In this study, we propose and analyze a nonlinear mathematical model to investigate the effects of awareness campaigns on diabetes prevention and control of viral infection. We assume that individuals who are initially unaware of diabetes risk factors become informed through word-of-mouth communication, and adopt preventive behaviors. The model also includes the impact of social media and television advertisements in raising public awareness. We derive the basic reproduction number \((\mathcal {R}_0)\) for the system, which serves as a threshold parameter. Our analysis indicates that the system experiences a transcritical bifurcation as \(\mathcal {R}_0\) crosses the unit value, indicating a shift in the stability of equilibria, and the potential for diabetes control. Additionally, we conduct a sensitivity analysis to identify the most influential parameters impacting the number of infected cases. The model is further expanded to incorporate two control strategies aimed at reducing the prevalence of both diabetic and at-risk individuals. Pontryagin’s Maximum principle, along with the forward-backward sweep method, is employed to solve the optimal control problem. Our findings evoke that interventions involving social media and television advertisements are more effective in promoting awareness and reducing the spread of diabetes risk compared to word-of-mouth communication alone.

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意识项目在糖尿病预防和控制病毒感染中的作用:最优控制的研究
糖尿病是一种慢性代谢性疾病,其特征是由于胰岛素分泌不足或胰岛素使用无效而导致血糖水平升高。虽然主要由遗传和生活方式驱动,但肠病毒、巨细胞病毒、丙型肝炎、艾滋病毒和COVID-19等病毒感染也与引发1型和2型糖尿病(T2D)有关,可能是通过免疫系统诱导的代谢变化。在这项研究中,我们提出并分析了一个非线性数学模型,以研究意识运动对糖尿病预防和控制病毒感染的影响。我们假设最初不知道糖尿病风险因素的个体通过口口相传被告知,并采取预防行为。该模式还包括社交媒体和电视广告在提高公众意识方面的影响。我们导出了系统的基本再现数\((\mathcal {R}_0)\),作为阈值参数。我们的分析表明,当\(\mathcal {R}_0\)越过单位值时,系统经历了一个跨临界分叉,表明平衡稳定性的转变,以及糖尿病控制的潜力。此外,我们进行了敏感性分析,以确定影响感染病例数量的最具影响力的参数。该模型进一步扩大,纳入了两种控制策略,旨在降低糖尿病和高危人群的患病率。采用庞特里亚金极大值原理,结合前后扫描方法,求解最优控制问题。我们的研究结果表明,与单纯的口头传播相比,涉及社交媒体和电视广告的干预措施在提高认识和降低糖尿病风险传播方面更有效。
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来源期刊
The European Physical Journal Plus
The European Physical Journal Plus PHYSICS, MULTIDISCIPLINARY-
CiteScore
5.40
自引率
8.80%
发文量
1150
审稿时长
4-8 weeks
期刊介绍: The aims of this peer-reviewed online journal are to distribute and archive all relevant material required to document, assess, validate and reconstruct in detail the body of knowledge in the physical and related sciences. The scope of EPJ Plus encompasses a broad landscape of fields and disciplines in the physical and related sciences - such as covered by the topical EPJ journals and with the explicit addition of geophysics, astrophysics, general relativity and cosmology, mathematical and quantum physics, classical and fluid mechanics, accelerator and medical physics, as well as physics techniques applied to any other topics, including energy, environment and cultural heritage.
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