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An Optimal Control Model of transmission dynamics of COVID-19 in Ghana

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TLDR
In this article , a model has been formulated to study transmission dynamics of the disease and the basic properties of the model such as the basic reproduction number, equilibrium points and stability of the equilibrium points have been determined.
Abstract
: 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.

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A Mathematical Model of Transmission Dynamics of SARS-CoV-2 (COVID-19) with an Underlying Condition of Diabetes

TL;DR: In this paper , a mathematical comorbidity model of diabetes-COVID-19 of the deterministic type was formulated and analyzed, and time-dependent optimal controls were incorporated into the model with the sole aim of determining the best strategy for curtailing the spread of the disease.
References
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I and i

Kevin Barraclough
- 08 Dec 2001 - 
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Mathematical Modeling of COVID-19 Transmission Dynamics with a Case Study of Wuhan.

TL;DR: Numerical simulations show the suitability of the proposed COVID-19 model for the outbreak that occurred in Wuhan, China.
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Smell and Taste Dysfunction in Patients With COVID-19: A Systematic Review and Meta-analysis.

TL;DR: There is a high prevalence of olfactory and gustatory dysfunctions among patients infected with COVID-19 and Routine screening for these conditions could contribute to improved case detection in the ongoing CO VID-19 pandemic.
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Optimal control of treatments in a two-strain tuberculosis model

TL;DR: Seeking to reduce the latent and infectious groups with the resistant-strain tuberculosis, controls representing two types of treatments are used, characterized in terms of the optimality system, which is solved numerically for several scenarios.
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Some practical Runge-Kutta formulas

TL;DR: It is possible to do a lot better than the pair of Fehlberg currently regarded as ''best'' in Runge-Kutta formulas, and formulas are derived which permit interpolation.