论文标题
加纳Covid-19的传播动力学的最佳控制模型
An Optimal Control Model of transmission dynamics of COVID-19 in Ghana
论文作者
论文摘要
世界上几乎每个国家都在战斗以限制19日的传播。随着世界努力获得一种控制疾病的有效药物,目前,适当的干预措施仍然是减少疾病传播的有效方法之一。最佳控制策略已被证明是减少传染病传播的有效方法。在本文中,已经制定了模型来研究该疾病的传播动力学。已经确定了模型的基本特性,例如基本繁殖数,平衡点和平衡点的稳定性。进行灵敏度分析以确定模型参数对基本繁殖数的影响。我们还引入了死者的隔间,并检查了COVID-19相关死亡的行为。数值模拟预测与2020年3月至2021年3月的加纳的实际数据一致。模拟显示该疾病在疫情的前七个月内对人口的影响较小。为了帮助遏制疾病的传播,将时间依赖的最佳控制纳入了模型中,并使用了Pontryagin的最大原理来表征最佳控制模型的重要条件。最佳控制模型的数值模拟表明,最佳预防策略(如鼻掩膜和疫苗接种)的组合有效地减少了模型不同隔室中的Covid-19病例数量。疫苗接种降低了对疾病的敏感性,而掩盖使用则保留了易感人群的灭绝。
Almost every country in the world is battling to limit the spread of COVID-19. As the world strives to get an effective medication to control the disease, appropriate intervention measures, for now, remains one of the effective methods to reduce the spread of the disease. Optimal control strategies have proven to be an effective method in curtailing the spread of infectious diseases. In this paper, a model has been formulated to study transmission dynamics of the disease. Basic properties of the model such as the basic reproduction number, equilibrium points and stability of the equilibrium points have been determined. Sensitivity analysis was carried on to determine the impact of the model parameters on the basic reproduction number. We also introduced a compartment for the deceased and examined the behaviour of COVID-19 related deaths. The numerical simulation prediction is consistent with real data from Ghana for the period March 2020 to March 2021. The simulation revealed the disease had less impact on the population during the first seven months of the outbreak. To help contain the spread of the disease, time dependent optimal controls were incorporated into the model and Pontryagin maximum principle was used to characterize vital conditions of the optimal control model. Numerical simulations of the optimal control model showed that, combination of optimal preventive strategies such as nose mask and vaccination are effective to significantly decrease the number of COVID-19 cases in different compartments of the model. Vaccination decreases the susceptibility to the disease whereas mask usage preserved the susceptible population from extinction.