期刊
ACTA BIOTHEORETICA
卷 71, 期 1, 页码 -出版社
SPRINGER
DOI: 10.1007/s10441-022-09453-3
关键词
SEIR model; COVID-19; Vaccination; Epidemiology
A modified SEIR model incorporating vaccination and inter-state movement was developed to simulate COVID-19 spread in Malaysia. Mathematical analysis yielded the basic reproduction number, while model parameters were estimated using the Nelder-Mead simplex method and fitted to observed data. The model exhibited good fit and enabled short-term predictions, indicating a decline in COVID-19 cases by the end of August in response to the rapid vaccination program. Furthermore, relaxing travel restrictions from highly vaccinated to low vaccinated regions could lead to epidemic outbreaks.
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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