Volume 68 | Issue 12 | Year 2022 | Article Id. IJMTT-V68I12P510 | DOI : https://doi.org/10.14445/22315373/IJMTT-V68I12P510
Received | Revised | Accepted | Published |
---|---|---|---|
27 Oct 2022 | 02 Dec 2022 | 15 Dec 2022 | 31 Dec 2022 |
This paper considered a novel transmission and control model for curbing the spread of Covid-19 disease in Nigeria. The model dynamics was studied in the presence of vaccines on the Nigeria population. The analytical properties of the model which include local and global stabilities of the Covid-19-free and endemic equilibria were discussed. The basic reproductive number was obtained in order to ascertain the states of the eradication of Covid-19 from Nigeria. The parameters in the model were estimated based on the real data of COVID-19 infected cases, number of vaccinated and deaths recorded in Nigeria. The sensitivity of the model parameters was carried out and the results proved that high values of the parameters associated with the rate of vaccination and precautionary measures will drastically reduce the spread rate of Covid-19 in Nigeria. The trace and determinant of matrix method was applied to determine the local stability of Covid-19-free equilibrium. The Covid-19-free equilibrium was found to be globally stable when the reproductive number is strictly less than one and the endemic equilibrium is globally stable when the reproductive number is more than one. The numerical simulation and analysis of the model on various sets of parameters showed that there is a strong significant effect on the infectives if a minimum of fifty percent of the inhabitants is vaccinated against Covid - 19 in Nigeria.
[1] Abdul-Rahman J. Mumbu, and Alfred K. Hugo, “Mathematical Modelling on COVID-19 Transmission with Preventive Measures: A Case Study of Tanzania,” Journal of Biological Dynamics, vol. 14, no. 1, pp. 748-766, 2020. Crossref, https://doi.org/10.1080/17513758.2020.1823494
[2] Debadatta Adak, Abhijit Majumder, and Nandadulal Bairagi, “Mathematical Perspective of COVID-19 Pandemic: Disease Extinction Criteria in Deterministic and Stochastic Models,” Chaos, Solitons & Fractals, vol. 142, p. 110381, 2021. Crossref, https://doi.org/10.1016/j.chaos.2020.110381
[3] Idris Ahmed et al., “A Mathematical Model of Coronavirus Disease (COVID-19) Containing Asymptomatic and Symptomatic Classes,” Results in Physics, vol. 4, no. 21, p. 103776, 2021. Crossref, https://doi.org/10.1016/j.rinp.2020.103776
[4] J. A. Akingbade, Rasheed Adetona, and Babatunde Ogundare, “Mathematical Model for the Study of Transmission and Control of Measles with Immunity at Initial Stage,” Malaya Journal of Matematik, vol. 6, no. 4, pp. 823-834, 2018. Crossref, https://doi.org/10.26637/MJM0604/0019
[5] James Akinsuyi Akingbade, and Babatunde Sunday Ogundare, “Boundedness and Stability Properties of Solutions of Mathematical Model of Measles,” Tamkang Journal of Mathematics, vol. 52, no. 1, pp. 91-112, 2021. Crossref, https://doi.org/10.5556/j.tkjm.52.2021.3367
[6] Linda J. S. Allen, “An Introduction to Stochastic Epidemic Models,” Mathematical Epidemiology, Springer, Berlin Heidelberg, pp. 81-130, 2008. Crossref, https://doi.org/10.1007/978-3-540-78911-6_3
[7] Saad Fawzi AL-Azzawi, “Stability and Bifurcation of Pan Chaotic System by Using Routh–Hurwitz and Gardan Methods,” Applied Mathematics and Computation, vol. 219, no. 3, pp. 1144-1152, 2012. Crossref, https://doi.org/10.1016/j.amc.2012.07.022
[8] Roy M. Anderson and Robert M. May, Infectious Diseases of Humans - Dynamics and Control, Oxford, New York: Oxford University Press, 1991.
[9] Joseph Bamidele Awotunde et al., “Application of Mathematical Modelling Approach in COVID-19 Transmission and Interventions Strategies,” Modeling, Control and Drug Development for COVID-19 Outbreak Prevention, Springer, Cham, pp. 283-314, 2022. Crossref, https://doi.org/10.1007/978-3-030-72834-2_10
[10] Abdulkadir Atalan, “Is the Lockdown Important to Prevent the COVID-19 Pandemic? Effects on Psychology, Environment and Economy-Perspective,” Annals of Medicine and Surgery, vol. 10, no. 56, pp. 38-42, 2020. Crossref, https://doi.org/10.1016/j.amsu.2020.06.010
[11] Isa Abdullahi Baba et al., “Mathematical Model to Assess the Imposition of Lockdown during COVID-19 Pandemic,” Results in Physics, vol. 20, pp. 103716, 2021. Crossref, https://doi.org/10.1016/j.rinp.2020.103716
[12] Sally Blower, and Daniel Bernoulli, “An Attempt at a New Analysis of the Mortality Caused by Smallpox and of the Advantages of Inoculation to Prevent it,” Reviews in Medical Virology, vol. 14, no. 5, pp. 275–288, 2004. Crossref, https://doi.org/10.1002/rmv.443
[13] Garrett Birkhoff, and Gian-Carlo Rota, Ordinary Differential Equations, Fourth Edition, John Wiley, New York, 1989.
[14] S. Bourafa, M. S. Abdelouahab, and A. Moussaoui, “On Some Extended Routh–Hurwitz Conditions for Fractional-Order Autonomous Systems of Order α ∈ (0,2) and their Applications to Some Population Dynamic Models,” Chaos, Solitons and Fractals, vol. 133, p. 109623, 2020. Crossref, https://doi.org/10.1016/j.chaos.2020.109623
[15] Dabiao Chen et al., “Recurrence of Positive SARS-CoV-2 RNA in COVID-19: A Case Report,” International Journal of Infectious Diseases, vol. 93, pp. 297-299, 2020. Crossref, https://doi.org/10.1016/j.ijid.2020.03.003
[16] Nakul Chitnis, James M Hyman, and Jim M Cushing, “Determining Important Parameters in the Spread of Malaria through the Sensitivity Analysis of a Mathematical Model,” Bulletin of Mathematical Biology, vol. 70, no. 5, pp. 1272-1296, 2008. Crossref, https://doi.org/10.1007/s11538-008-9299-0
[17] Cruz Vargas-De-León, “Constructions of Lyapunov Functions for Classics SIS, SIR and SIRS Epidemic Model with Variable Population Size,” Foro RED-Mat, vol. 26, no. 5, pp. 1-12, 2009.
[18] Sohel Daria, Mohiuddin A Bhuiyan, and Md Rabiul Islam, “Detection of Highly Muted Coronavirus Variant Omicron (B. 1.1. 529) is Triggering the Alarm for South Asian Countries: Associated Risk Factors and Preventive Actions,” Journal of Medical Virology, vol. 94, no. 4, pp. 1267-1268, 2022. Crossref, https://doi.org/10.1002/jmv.27503
[19] M. R. Davahli, W. Karwowski, and K. Fiok, “Optimizing COVID-19 Vaccine Distribution across the United States Using Deterministic and Stochastic Recurrent Neural Networks,” Plos one, vol. 16, no. 7, p. e253925, 2021. Crossref, https://doi.org/10.1371/journal.pone.0253925
[20] Edmund X. DeJesus, and Charles Kaufman, “Routh-Hurwitz Criterion in the Examination of Eigenvalues of a System of Nonlinear Ordinary Differential Equations,” Physical Review A, vol. 35, no. 12, pp. 5288-5290, 1987. Crossref, https://doi.org/10.1103/PhysRevA.35.5288
[21] Odo Diekmann, and J. A. P. Heesterbeek, “Mathematical Epidemiology of Infectious Diseases: Model Building, Analysis and Interpretation,” John Wiley & Sons, vol. 5, 2000.
[22] K. Dietz, and J.A.P. Heesterbeek, “Daniel Bernoulli’s Epidemiological Model Revisited,” Mathematical Biosciences, vol. 180, no. 1- 2, pp. 1-21, 2002. Crossref, https://doi.org/10.1016/S0025-5564(02)00122-0
[23] S.O. Edeki et al., “Mathematical Analysis of the Global COVID-19 Spread in Nigeria and Spain Based on SEIRD Model,” Communications in Mathematical Biology and Neuroscience, vol. 84, pp. 1-24, 2020. Crossref, https://doi.org/10.28919/cmbn/4860
[24] Aaron Fernstrom, and Michael Goldblatt, “Aerobiology and its Role in the Transmission of Infectious Diseases,” Journal of Pathogens, vol. 2013, 2013. Crossref, https://doi.org/10.1155/2013/493960
[25] Eric M.Fèvre et al., “Animal Movements and the Spread of Infectious Diseases,” Trends in Microbiology, vol. 14, no. 3, pp. 125-131, 2006. Crossref, https://doi.org/10.1016/j.tim.2006.01.004
[26] [Online]. Available: https://www.macrotrends.net/countries/NGA/nigeria/life-expectancy’¿Nigeria Life Expectancy 1950-2022¡/a¿
[27] Enahoro Iboi et al., “Mathematical Modeling and Analysis of COVID-19 Pandemic in Nigeria,” MedRxiv, 2020. Crossref, https://doi.org/10.1101/2020.05.22.20110387
[28] Muhammad Altaf Khan and Abdon Atangana, “Mathematical Modeling and Analysis of COVID-19: A Study of New Variant Omicron,” Physica A: Statistical Mechanics and its Applications, vol. 599, pp. 127452, 2022. Crossref, https://doi.org/10.1016/j.physa.2022.127452
[29] Muhammad Altaf Khan and Abdon Atangana, “Mathematical Modeling and Analysis of COVID-19: A Study of New Variant Omicron,” Physica A: Statistical Mechanics and its Applications, vol. 599, pp. 127452, 2022. Crossref, https://doi.org/10.1016/j.physa.2022.127452
[30] Felicia Keesing et al., “Impacts of Biodiversity on the Emergence and Transmission of Infectious Diseases,” Nature, vol. 468, no. 7324, pp. 647-652, 2010. Crossref, https://doi.org/10.1038/nature09575
[31] William Ogilvy Kermack, and A. G. McKendrick, “A Contribution to the Mathematical Theory of Epidemics,” Proceedings of the Royal Society A, Mathematical Physical and Engineering Sciences, vol. 115, no. 772, pp. 700-721, 1927. Crossref, https://doi.org/10.1098/rspa.1927.0118
[32] Zenebe Shiferaw Kifle, and Legesse Lemecha Obsu, “Mathematical Modeling for COVID-19 Transmission Dynamics: A Case Study in Ethiopia,” Results in Physics, vol. 34, p. 105191, 2022. Crossref, https://doi.org/10.1016/j.rinp.2022.105191
[33] Andrei Korobeinikov, and Philip K. Maini, “A Lyapunov Function and Global Properties for SIR and SEIR Epidemiological Models with Nonlinear Incidence,” Mathematical Biosciences and Engineering, vol. 1, no. 1, pp. 57-60, 2004.
[34] Qianying Lin et al, “A Conceptual Model for the Coronavirus Disease 2019 (COVID-19) Outbreak in Wuhan, China with Individual Reaction and Governmental Action,” International Journal of Infectious Diseases, vol. 93, pp. 211-216, 2020. Crossref, https://doi.org/10.1016/j.ijid.2020.02.058
[35] Salihu Sabiu Musa et al., “Mathematical Modeling of COVID-19 Epidemic with Effect of Awareness Programs,” Infectious Disease Modelling, vol. 6, no. 7, pp. 448-460, 2021. Crossref, https://doi.org/10.1016/j.idm.2021.01.012
[36] Salihu Sabiu Musa et al., “Mathematical Modeling of COVID-19 Epidemic with Effect of Awareness Programs,” Infectious Disease Modelling, vol. 6, no. 7, pp. 448-460, 2021. Crossref, https://doi.org/10.1016/j.idm.2021.01.012
[37] Nigeria Centre for Disease Control (NCDC), 2021. [Online]. Available: https://ncdc.gov.ng/
[38] D.Okuonghae, and A.Omame, “Analysis of a Mathematical Model for COVID-19 Population Dynamics in Lagos, Nigeria,” Chaos, Solitons & Fractals, vol. 139, p. 110032, 2020. Crossref, https://doi.org/10.1016/j.chaos.2020.110032
[39] D.Okuonghae, and A.Omame, “Analysis of a Mathematical Model for COVID-19 Population Dynamics in Lagos, Nigeria,” Chaos, Solitons & Fractals, vol. 139, p. 110032, 2020. Crossref, https://doi.org/10.1016/j.chaos.2020.110032
[40] GI Olasehinde et al., “Epidemiology of Plasmodium Falciparum Infection and Drug Resistance Markers in Ota Area, Southwestern Nigeria,” Infect Drug Resist, vol. 12, pp. 1941-1949, 2019. Crossref, https://doi.org/10.2147/IDR.S190386
[41] Othman A.M.Omar, Reda A.Elbarkouky, and Hamdy M.Ahmed, “Fractional Stochastic Models for COVID-19: Case Study of Egypt,” Results in Physics, vol. 23, p. 104018, 2021. Crossref, https://doi.org/10.1016/j.rinp.2021.104018
[42] Olumuyiwa James Peter et al., “A New Mathematical Model of COVID-19 using Real Data from Pakistan,” Results in Physics, vol. 24, p. 104098, 2021. Crossref, https://doi.org/10.1016/j.rinp.2021.104098
[43] Kathleen O'Reilly et al., “Effective Transmission across the Globe: The Role of Climate in COVID-19 Mitigation Strategies,” The Lancet Planetary Health, vol. 4, no. 5, p. e172, 2020. Crossref, https://doi.org/10.1016/S2542-5196(20)30106-6
[44] Claire E. Sanderson, and Kathleen A. Alexander, “Unchartered Waters: Climate Change Likely to Intensify Infectious Disease Outbreaks Causing Mass Mortality Events in Marine Mammals,” Global Change Biology, vol. 26, no. 8, pp. 4284-4301, 2020. Crossref, https://doi.org/10.1111/gcb.15163
[45] Salihu Sabiu Musa et al., “Mathematical Modeling of COVID-19 Epidemic with Effect of Awareness Programs,” Infectious Disease Modelling, vol. 6, no. 7, pp. 448-460, 2021. Crossref, https://doi.org/10.1016/j.idm.2021.01.012
[46] Catrin Sohrabi et al., “World Health Organization Declares Global Emergency: A Review of the 2019 Novel Coronavirus (COVID19),” International Journal of Surgery, vol. 76, pp. 71-76, 2020. Crossref, https://doi.org/10.1016/j.ijsu.2020.02.034
[47] Łukasz Sułkowski, “Covid-19 Pandemic, Recession, Virtual Revolution Leading to De-Globalization,” Journal of Intercultural Management, vol. 12, no. 1, pp. 647-652, 2020. Crossref, https://doi.org/10.2478/joim-2020-0029
[48] Ummu Habibah, Trisilowati and Mohamad Hasyim Muzaqi, “Stability Analysis of HIV/AIDS Model with Interaction Between Educated and Infected (Not Consuming ARV) Subpopulations,” International Journal of Mathematics Trends and Technology, vol. 67, no. 8, pp. 103-111, 2021.
[49] P. van den Driessche and J. Watmough, “Reproduction Numbers and Sub-Threshold Endemic Equilibria for Compartmental Models of Disease Transmission,” Mathematical Biosciences, vol. 180, no. 1-2, pp. 29-48, 2002. Crossref, https://doi.org/10.1016/S0025- 5564(02)00108-6
[50] P. van den Driessche and J. Watmough, “Reproduction Numbers and Sub-Threshold Endemic Equilibria for Compartmental Models of Disease Transmission,” Mathematical Biosciences, vol. 180, no. 1-2, pp. 29-48, 2002. Crossref, https://doi.org/10.1016/S0025- 5564(02)00108-6
[51] Rishi K Wadhera et al., “Cardiovascular Deaths during the COVID-19 Pandemic in the United States,” Journal of the American College of Cardiology, vol. 72, no. 2, pp. 159-169, 2021. Crossref, https://doi.org/10.1016/j.jacc.2020.10.055
[52] Shi Zhao et al., “Estimating the Unreported Number of Novel Coronavirus (2019-Ncov) Cases In China in the First Half of January 2020: A Data Driven Modelling Analysis of the Early Outbreak,” Journal of Clinical Medicine, vol. 9, no. 2, p. 388, 2020. Crossref, https://doi.org/10.3390/jcm9020388
[53] Zebin Zhao et al., “Prediction of the COVID-19 Spread in African Countries and Implications for Prevention and Control: A case Study in South Africa, Egypt, Algeria, Nigeria, Senegal and Kenya,” Science of the Total Environment, vol. 729, p. 138959, 2020. Crossref, https://doi.org/10.1016/j.scitotenv.2020.138959
[54] K. Zenebe, O. Shiferaw, and L. L. Obsu. “Mathematical Modeling for COVID-19 Transmission Dynamics: A Case Study in Ethiopia,” Results in Physics, vol. 34, pp. 105-191, 2022. Crossref, https://doi.org/10.1016/j.rinp.2022.105191
Mabel E. Adeosun, Bukola O. Akin-Awoniran, James. A. Akingbade, "A Novel Mathematical Model for Curbing the Spread of Covid-19 in Nigeria," International Journal of Mathematics Trends and Technology (IJMTT), vol. 68, no. 12, pp. 74-99, 2022. Crossref, https://doi.org/10.14445/22315373/IJMTT-V68I12P510