No. 2. Optimizing Vaccine Distribution Using Sine Cosine Algorithm with Mutation Manuscript Received: 18 March 2022, Accepted: 26 April 2022, Published: 15 September 2022, ORCiD: 0000-0002-2119-6191

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Amirul Hakim Saifulezam
Khairul Ikhwan Mohamad
Nor Azlina Ab. Aziz

Abstract

Vaccination is the best approach in curbing the spread of a pandemic. However, during pandemic one of the challenge is limited number of vaccine due to limited manufacturing capacity and high demand. Therefore, optimal vaccine distribution is needed to ensure maximum effectiveness in decreasing the total infections in the population. In this paper, the vaccine distribution is optimized using sine cosine algorithm improved with mutation (SCAmut). The SEIR model of H1N1 pandemic in 2009 is used as the case problem here. The effectiveness of SCAmut vaccine deployment is studied using two factors, which are vaccine coverage percentage and vaccine releasing time. The algorithm's result is compared with three traditional methods and original SCA without mutation. The findings suggested that the proposed SCAmut is able to provide more effective vaccination distributions better than the three traditional methods and also the original SCA.

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References

J. Ge, L. Zhang, Z. Chen, G. Chen and J. Peng, “Simulation Analysis of Epidemic Trend for Covid-19 based on SEIRS Model,” Proc. 2020 IEEE 19th Int. Conf. Cogn. Informatics Cogn. Comput., vol. 19, pp. 158–161, 2020.

D. Bertsimas, J. Ivanhoe, A. Jacquillat, M. L. Li, A. Previero, O. S. Lami and H. T. Bouardi, “Optimizing Vaccine Allocation to Combat the COVID-19 Pandemic,” medRxiv, pp. 1–27, 2020.

D. Banerjee and M. Rai, “Social Isolation in Covid-19: The Impact of Loneliness,” Int. J. Soc. Psychiatry, vol. 66, no. 6, pp. 525–527, 2020.

E. W. Flanagan, R. A. Beyl, S. N. Fearnbach, A. D. Altazan, C. K. Martin and L. M. Redman, “The Impact of COVID-19 Stay-At-Home Orders on Health Behaviors in Adults,” Obesity, vol. 29, no. 2, pp. 438–445, 2021.

J. B. Ulmer, U. Valley and R. Rappuoli, “Vaccine Manufacturing: Challenges and Solutions,” Nat. Biotechnol., vol. 24, no. 11, pp. 1377–1383, 2006.

X. Hu, “Optimizing Vaccine Distribution for Different Age Groups of Population Using DE Algorithm,” 2013 Ninth Int. Conf. Comput. Intell. Secur., pp. 21–25, 2013.

J. Liu and S. Xia, “Toward Effective Vaccine Deployment: A Systematic Study,” J. Med. Sys., vol. 35, no. 5, pp. 1153–1164, 2011.

M. H. A. Biswas, L. T. Paiva and M. De Pinho, “A Seir Model for Control of Infectious Diseases with Constraints,” Math. Biosci. Eng., vol. 11, no. 4, pp. 761–784, 2014.

S. Mirjalili, “SCA: A Sine Cosine Algorithm for Solving Optimization Problems,” Knowledge-Based Syst., vol. 96, pp. 120-133, 2016.

A. B. Gabis, Y. Meraihi, S. Mirjalili and A. Ramdane-Cherif, "A Comprehensive Survey of Sine Cosine Algorithm: Variants and Applications," Artificial Intelligence Rev., vol. 54, pp. 5469-5540, 2021.

Q. Askari, I. Younas and M. Saeed, “Critical Evaluation of Sine Cosine Algorithm and A Few Recommendations,” in Proc. 2020 Genet. Evol. Comput. Conf. Companion, no. 1, pp. 319–320, 2020.

L. Abualigah and A. Diabat, "Advances in Sine Cosine Algorithm: A Comprehensive Survey," Artificial Intelligence Rev., vol. 54, pp. 2567-2608, 2021.

M. R. K. Ariffin, K. Gopal, I. Krishnarajah, I. S. C. Ilias, M. B. Adam, J. Arasan, N. H. A. Rahman, N. S. M. Dom and N. M. Sham, “Mathematical Epidemiologic and Simulation Modelling of First Wave COVID-19 in Malaysia,” Sci. Rep., vol. 11, no. 1, pp. 1–10, 2021.

L. López and X. Rodó, “A Modified SEIR Model to Predict the COVID-19 Outbreak in Spain and Italy: Simulating Control Scenarios and Multi-scale Epidemics,” Results Phys., vol. 21, 103746, 2021.

G. Chowell, C. Viboud, X. Wang, S. M. Bertozzi and M. A. Miller, “Adaptive Vaccination Strategies to Mitigate Pandemic Influenza: Mexico as A Case Study,” PLoS One, vol. 4, no. 12, 2009.

J. Mossong, N. Hens, M. Jit, P. Beutels, K. Auranen, R. Mikolajczyk, M. Massari, S. Salmaso, G. S. Tomba, J. Wallinga, J. Heijne, M. S. Todys, M. Rosinska and W. J. Edmunds, “Social Contacts and Mixing Patterns Relevant to The Spread of Infectious Diseases,” PLoS Med., vol. 5, no. 3, pp. 0381–0391, 2008.