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Optimal control problem arising from COVID-19 transmission model with rapid-test
The world health organization (WHO) has declared the Coronavirus (COVID-19) a pandemic. In light of this ongoing global issue, different health and safety measure has been recommended by the WHO to ensure the proactive, comprehensive, and coordinated steps to bring back the whole world into a normal...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Author(s). Published by Elsevier B.V.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9020751/ https://www.ncbi.nlm.nih.gov/pubmed/35469343 http://dx.doi.org/10.1016/j.rinp.2022.105501 |
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author | Aldila, Dipo Shahzad, Muhammad Khoshnaw, Sarbaz H.A. Ali, Mehboob Sultan, Faisal Islamilova, Arthana Anwar, Yusril Rais Samiadji, Brenda M. |
author_facet | Aldila, Dipo Shahzad, Muhammad Khoshnaw, Sarbaz H.A. Ali, Mehboob Sultan, Faisal Islamilova, Arthana Anwar, Yusril Rais Samiadji, Brenda M. |
author_sort | Aldila, Dipo |
collection | PubMed |
description | The world health organization (WHO) has declared the Coronavirus (COVID-19) a pandemic. In light of this ongoing global issue, different health and safety measure has been recommended by the WHO to ensure the proactive, comprehensive, and coordinated steps to bring back the whole world into a normal situation. This is an infectious disease and can be modeled as a system of non-linear differential equations with reaction rates which consider the rapid-test as the intervention program. Therefore, we have developed the biologically feasible region, i.e., positively invariant for the model and boundedness solution of the system. Our system becomes well-posed mathematically and epidemiologically for sensitive analysis and our analytical result shows an occurrence of a forward bifurcation when the basic reproduction number is equal to unity. Further, the local sensitivities for each model state concerning the model parameters are computed using three different techniques: non-normalizations, half-normalizations, and full normalizations. The numerical approximations have been measured by using System Biology Toolbox (SBedit) with MATLAB, and the model is analyzed graphically. Our result on the sensitivity analysis shows a potential of rapid-test for the eradication program of COVID-19. Therefore, we continue our result by reconstructing our model as an optimal control problem. Our numerical simulation shows a time-dependent rapid test intervention succeeded in suppressing the spread of COVID-19 effectively with a low cost of the intervention. Finally, we forecast three COVID-19 incidence data from China, Italy, and Pakistan. Our result suggests that Italy already shows a decreasing trend of cases, while Pakistan is getting closer to the peak of COVID-19. |
format | Online Article Text |
id | pubmed-9020751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The Author(s). Published by Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90207512022-04-21 Optimal control problem arising from COVID-19 transmission model with rapid-test Aldila, Dipo Shahzad, Muhammad Khoshnaw, Sarbaz H.A. Ali, Mehboob Sultan, Faisal Islamilova, Arthana Anwar, Yusril Rais Samiadji, Brenda M. Results Phys Article The world health organization (WHO) has declared the Coronavirus (COVID-19) a pandemic. In light of this ongoing global issue, different health and safety measure has been recommended by the WHO to ensure the proactive, comprehensive, and coordinated steps to bring back the whole world into a normal situation. This is an infectious disease and can be modeled as a system of non-linear differential equations with reaction rates which consider the rapid-test as the intervention program. Therefore, we have developed the biologically feasible region, i.e., positively invariant for the model and boundedness solution of the system. Our system becomes well-posed mathematically and epidemiologically for sensitive analysis and our analytical result shows an occurrence of a forward bifurcation when the basic reproduction number is equal to unity. Further, the local sensitivities for each model state concerning the model parameters are computed using three different techniques: non-normalizations, half-normalizations, and full normalizations. The numerical approximations have been measured by using System Biology Toolbox (SBedit) with MATLAB, and the model is analyzed graphically. Our result on the sensitivity analysis shows a potential of rapid-test for the eradication program of COVID-19. Therefore, we continue our result by reconstructing our model as an optimal control problem. Our numerical simulation shows a time-dependent rapid test intervention succeeded in suppressing the spread of COVID-19 effectively with a low cost of the intervention. Finally, we forecast three COVID-19 incidence data from China, Italy, and Pakistan. Our result suggests that Italy already shows a decreasing trend of cases, while Pakistan is getting closer to the peak of COVID-19. The Author(s). Published by Elsevier B.V. 2022-06 2022-04-20 /pmc/articles/PMC9020751/ /pubmed/35469343 http://dx.doi.org/10.1016/j.rinp.2022.105501 Text en © 2022 The Author(s) Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Aldila, Dipo Shahzad, Muhammad Khoshnaw, Sarbaz H.A. Ali, Mehboob Sultan, Faisal Islamilova, Arthana Anwar, Yusril Rais Samiadji, Brenda M. Optimal control problem arising from COVID-19 transmission model with rapid-test |
title | Optimal control problem arising from COVID-19 transmission model with rapid-test |
title_full | Optimal control problem arising from COVID-19 transmission model with rapid-test |
title_fullStr | Optimal control problem arising from COVID-19 transmission model with rapid-test |
title_full_unstemmed | Optimal control problem arising from COVID-19 transmission model with rapid-test |
title_short | Optimal control problem arising from COVID-19 transmission model with rapid-test |
title_sort | optimal control problem arising from covid-19 transmission model with rapid-test |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9020751/ https://www.ncbi.nlm.nih.gov/pubmed/35469343 http://dx.doi.org/10.1016/j.rinp.2022.105501 |
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