Analytical and numerical investigations of optimal control techniques for managing Ebola virus disease

IF 2.8 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
W. Ahmad, H. Ullah, M. Rafiq, A. I. K. Butt, N. Ahmad
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Abstract

Ebola virus disease, often referred to as Ebola hemorrhagic fever, is one of the deadliest viral infections, posing a severe global health threat. It typically originates from human contact with domestic or wild animals and spreads through direct and indirect human contact, making containment highly challenging. Managing and controlling the spread of Ebola disease remains a significant challenge in epidemic response efforts. This study introduces a novel compartmental model to examine Ebola disease transmission dynamics and the effectiveness of control strategies. We conduct a mathematical analysis to ensure the model’s well-posedness and explore its stability properties. The theoretical results are verified using three numerical methods: the Euler’s method, the fourth-order Runge–Kutta method, and the non-standard-finite-difference method. Furthermore, the impact of time-invariant vaccination and quarantine rates on the epidemic is analyzed using the non-standard-finite-difference approach. A sensitivity analysis is conducted on the model to identify the most influential parameters affecting disease transmission. Additionally, we formulate an optimal control problem to identify effective, time-dependent strategies for Ebola vaccination and quarantine measures. As a novel contribution, our findings emphasize the potential of these control strategies in reducing both infection rates and associated costs, with a particular focus on the most reliable non-standard finite difference scheme. The application of forward and backward-in-time non-standard finite difference method ensures numerical stability and preserves essential biological properties. Numerical simulations demonstrate that a combination of effective vaccination and quarantine measures, and public awareness can accelerate the control of Ebola virus disease. Overall, this study provides a comprehensive approach to modeling, analyzing, and controlling Ebola virus disease by integrating advanced mathematical techniques with practical disease management strategies.

埃博拉病毒疾病管理优化控制技术的分析和数值研究
埃博拉病毒病通常被称为埃博拉出血热,是最致命的病毒感染之一,对全球健康构成严重威胁。它通常源于人类与家畜或野生动物的接触,并通过人类的直接和间接接触传播,因此遏制埃博拉病毒传播极具挑战性。管理和控制埃博拉疾病的传播仍然是流行病应对工作中的一项重大挑战。本研究引入了一个新颖的分室模型,以研究埃博拉疾病的传播动态和控制策略的有效性。我们进行了数学分析,以确保模型的拟合性并探索其稳定性。我们使用三种数值方法验证了理论结果:欧拉法、四阶 Runge-Kutta 法和非标准有限差分法。此外,还使用非标准有限差分法分析了时间不变的疫苗接种率和检疫率对疫情的影响。对模型进行了敏感性分析,以确定对疾病传播影响最大的参数。此外,我们还提出了一个最优控制问题,以确定有效的、随时间变化的埃博拉疫苗接种和检疫措施策略。作为一项新贡献,我们的研究结果强调了这些控制策略在降低感染率和相关成本方面的潜力,并特别关注最可靠的非标准有限差分方案。前向和后向时间非标准有限差分法的应用确保了数值的稳定性,并保留了基本的生物特性。数值模拟证明,有效的疫苗接种和检疫措施与公众意识相结合,可以加快埃博拉病毒疾病的控制。总之,这项研究通过将先进的数学技术与实用的疾病管理策略相结合,为埃博拉病毒疾病的建模、分析和控制提供了一种全面的方法。
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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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