The dynamics of hybrid-immune and immunodeficient susceptible individuals and the three stages of COVID-19 vaccination
Keywords:
COVID-19, Vaccination, Heterogeneous immunity, Parameter estimation, Optimal controlAbstract
The World Health Organization has disclosed that the hybrid-immune and immunodeficient individuals are two distinct classes of individuals susceptible to the COVID-19 virus. To model this unique characteristics of two distinct categories of susceptible individuals and the dynamics of the three phases of a vaccination program implemented by the World Health Organization in Malaysia, which have not been accounted for in previous studies, a twelve compartmental SSVEIHQR-D epidemiological model was developed. This model aimed to accurately capture the spread of the COVID-19 virus by fitting real-life data to the model and obtaining updated estimates of the reproduction number. The study also focused on assessing current control measures and exploring strategies to eradicate the virus and mitigate future outbreaks. Mathematical analyses of the model included investigations into stability, equilibrium points, the basic reproduction number R0, optimal control strategies, and sensitivity analyses. Estimation and fitting of the model parameters were conducted using daily situation reports from the Ministry of Health of Malaysia. The obtained value of the basic reproduction number, based on fitted parameter values, indicated stability and reflected the current pandemic situation more realistically. Additionally, the herd immunity threshold was calculated and interpreted in the context of the study findings. Finally, practical insights and recommendations derived from the model’s results were provided to inform government agencies, public health organizations, and intervention bodies, aimed at controlling the spread of the COVID-19 virus.
Published
How to Cite
Issue
Section
Copyright (c) 2024 E. A. Nwaibeh, M. K. M. Ali, M. O. Adewole

This work is licensed under a Creative Commons Attribution 4.0 International License.
How to Cite
Similar Articles
- Suraj Sharma, Ravinder Kumar, Analysis of love-type surface waves in an isotropic thermoelastic layer over a non-homogeneous elastic half-space with interface irregularity , Journal of the Nigerian Society of Physical Sciences: Volume 8, Issue 2, May 2026
- Adefemi Adeniran, A. A. Sodipo, C. G. Udomboso, A Modifed Forced Randomized Response Model , Journal of the Nigerian Society of Physical Sciences: Volume 2, Issue 1, February 2020
- Omodele Olubi, Ebeneze Oniya, Taoreed Owolabi, Development of Predictive Model for Radon-222 Estimation in the Atmosphere using Stepwise Regression and Grid Search Based-Random Forest Regression , Journal of the Nigerian Society of Physical Sciences: Volume 3, Issue 2, May 2021
- S. Adams, E. Joseph, G. Kamal, Validation of Tritium Calibration Curve in CIEMAT/NIST Activity Measurement Using Non Linear Least Squared Fittings and Calculations of the Half-Life and Decay Constant of Potassium-40 , Journal of the Nigerian Society of Physical Sciences: Volume 4, Issue 3, August 2022
- Monika Saini, Ashish Kumar, Vijay Singh Maan, Deepak Sinwar, Efficient and Intelligent Decision Support System for Smart Irrigation , Journal of the Nigerian Society of Physical Sciences: Volume 4, Issue 4, November 2022
- K. T. Shivaram, A. M. Yogitha, S. M. Rajesh, N. Mahesh Kumar, Numerical computation of cut off wave number in polygonal wave guide by eight node finite element mesh generation approach , Journal of the Nigerian Society of Physical Sciences: Volume 6, Issue 4, November 2024
- Nassima Bou-ydia, Ben-issa El miraoui, Latifa Laallam, Ahmed Jouaiti, Interaction of hydroxyapatite and chitosan with gentamicin and their antimicrobial activities: DFT and molecular docking approach , Journal of the Nigerian Society of Physical Sciences: Volume 7, Issue 3, August 2025
- Diva Marchandra Mulansari, Maulana Malik, Sindy Devila, Ibrahim Mohammed Sulaiman, Dian Lestari, Fevi Novkaniza, Fida Fathiyah Addini, A hybrid IFR-IDY conjugate gradient algorithm for unconstrained optimization and its application in portfolio selection , Journal of the Nigerian Society of Physical Sciences: Volume 8, Issue 1, February 2026
- Yakubu Aliyu, Umar Usman, On Bivariate Nadarajah-Haghighi Distribution derived from Farlie-Gumbel-Morgenstern copula in the Presence of Covariates , Journal of the Nigerian Society of Physical Sciences: Volume 5, Issue 2, May 2023
- C. Gopi, Edward Anand E, A. Charles, C. Manivannan, S .Ponsadai Lakshmi, A. Jose, M. Muthiyan, Physico-Chemical and Trace Metal Analysis in Groundwater of Nagapattinam Region in Nagapattinam District of Tamilnadu State , Journal of the Nigerian Society of Physical Sciences: Volume 5, Issue 2, May 2023
You may also start an advanced similarity search for this article.

