Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia
A modified version of the SEIR model with the effects of vaccination and inter-state movement is proposed to simulate the spread of COVID-19 in Malaysia. A mathematical analysis of the proposed model was performed to derive the basic reproduction number. To enhance the model's forecasting capab...
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my.um.eprints.384822023-12-03T01:44:06Z http://eprints.um.edu.my/38482/ Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia Noor Aziz, Muhamad Hifzhudin Ahmad Safaruddin, Ahmad Dzulhilmi Hamzah, Nor Aishah Supadi, Siti Suzlin Yuhao, Zhou Aziz, Muhamad Afiq RA Public aspects of medicine RM Therapeutics. Pharmacology A modified version of the SEIR model with the effects of vaccination and inter-state movement is proposed to simulate the spread of COVID-19 in Malaysia. A mathematical analysis of the proposed model was performed to derive the basic reproduction number. To enhance the model's forecasting capabilities, the model parameters were estimated using the Nelder-Mead simplex method by fitting the model outputs to the observed data. Our results showed a good fit between the model outputs and available data, where the model was then able to perform short-term predictions. In line with the rapid vaccination program, our model predicted that the COVID-19 cases in the country would decrease by the end of August. Furthermore, our findings indicated that relaxing travel restrictions from a highly vaccinated region to a low vaccinated region would result in an epidemic outbreak. Springer 2023-03 Article PeerReviewed Noor Aziz, Muhamad Hifzhudin and Ahmad Safaruddin, Ahmad Dzulhilmi and Hamzah, Nor Aishah and Supadi, Siti Suzlin and Yuhao, Zhou and Aziz, Muhamad Afiq (2023) Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia. Acta Biotheoretica, 71 (1). ISSN 0001-5342, DOI https://doi.org/10.1007/s10441-022-09453-3 <https://doi.org/10.1007/s10441-022-09453-3>. 10.1007/s10441-022-09453-3 |
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RA Public aspects of medicine RM Therapeutics. Pharmacology Noor Aziz, Muhamad Hifzhudin Ahmad Safaruddin, Ahmad Dzulhilmi Hamzah, Nor Aishah Supadi, Siti Suzlin Yuhao, Zhou Aziz, Muhamad Afiq Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
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A modified version of the SEIR model with the effects of vaccination and inter-state movement is proposed to simulate the spread of COVID-19 in Malaysia. A mathematical analysis of the proposed model was performed to derive the basic reproduction number. To enhance the model's forecasting capabilities, the model parameters were estimated using the Nelder-Mead simplex method by fitting the model outputs to the observed data. Our results showed a good fit between the model outputs and available data, where the model was then able to perform short-term predictions. In line with the rapid vaccination program, our model predicted that the COVID-19 cases in the country would decrease by the end of August. Furthermore, our findings indicated that relaxing travel restrictions from a highly vaccinated region to a low vaccinated region would result in an epidemic outbreak. |
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Article |
author |
Noor Aziz, Muhamad Hifzhudin Ahmad Safaruddin, Ahmad Dzulhilmi Hamzah, Nor Aishah Supadi, Siti Suzlin Yuhao, Zhou Aziz, Muhamad Afiq |
author_facet |
Noor Aziz, Muhamad Hifzhudin Ahmad Safaruddin, Ahmad Dzulhilmi Hamzah, Nor Aishah Supadi, Siti Suzlin Yuhao, Zhou Aziz, Muhamad Afiq |
author_sort |
Noor Aziz, Muhamad Hifzhudin |
title |
Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
title_short |
Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
title_full |
Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
title_fullStr |
Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
title_full_unstemmed |
Modelling the effect of vaccination program and inter-state travel in the spread of COVID-19 in Malaysia |
title_sort |
modelling the effect of vaccination program and inter-state travel in the spread of covid-19 in malaysia |
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Springer |
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2023 |
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http://eprints.um.edu.my/38482/ |
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