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Article

Bifurcation and Optimal Control Analysis of an HIV/AIDS Model with Saturated Incidence Rate

by
Marsudi Marsudi
*,
Trisilowati Trisilowati
and
Raqqasyi R. Musafir
Department of Mathematics, Faculty of Mathematics and Natural Sciences, University of Brawijaya, Malang 65145, Indonesia
*
Author to whom correspondence should be addressed.
Mathematics 2025, 13(13), 2149; https://doi.org/10.3390/math13132149
Submission received: 30 May 2025 / Revised: 26 June 2025 / Accepted: 26 June 2025 / Published: 30 June 2025

Abstract

In this paper, we develop an HIV/AIDS epidemic model that incorporates a saturated incidence rate to reflect the limited transmission capacity and the impact of behavioral saturation in contact patterns. The model is formulated as a system of seven non-linear ordinary differential equations representing key population compartments. In addition to model formulation, we introduce an optimal control problem involving three control measures: educational campaigns, screening of unaware infected individuals, and antiretroviral treatment for aware infected individuals. We begin by establishing the positivity and boundedness of the model solutions under constant control inputs. The existence and local and global stability of both the disease-free and endemic equilibrium points are analyzed, depending on the effective reproduction number (Re). Bifurcation analysis reveals that the model undergoes a forward bifurcation at Re = 1. A local sensitivity analysis of Re identifies the disease transmission rate as the most sensitive parameter. The optimal control problem is then formulated by incorporating the dynamics of infected subpopulations, control costs, and time-dependent controls. The existence of optimal control solutions is proven, and the necessary conditions for optimality are derived using Pontryagin’s Maximum Principle. Numerical simulations support the theoretical analysis and confirm the stability of the equilibrium points. The optimal control strategies, evaluated using the Incremental Cost-Effectiveness Ratio (ICER), indicate that implementing both screening and treatment (Strategy D) is the most cost-effective intervention. These results provide important insights for designing effective and economically sustainable HIV/AIDS intervention policies.
Keywords: HIV/AIDS model; saturated incidence; forward bifurcation; optimal control; cost-effectiveness HIV/AIDS model; saturated incidence; forward bifurcation; optimal control; cost-effectiveness

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MDPI and ACS Style

Marsudi, M.; Trisilowati, T.; Musafir, R.R. Bifurcation and Optimal Control Analysis of an HIV/AIDS Model with Saturated Incidence Rate. Mathematics 2025, 13, 2149. https://doi.org/10.3390/math13132149

AMA Style

Marsudi M, Trisilowati T, Musafir RR. Bifurcation and Optimal Control Analysis of an HIV/AIDS Model with Saturated Incidence Rate. Mathematics. 2025; 13(13):2149. https://doi.org/10.3390/math13132149

Chicago/Turabian Style

Marsudi, Marsudi, Trisilowati Trisilowati, and Raqqasyi R. Musafir. 2025. "Bifurcation and Optimal Control Analysis of an HIV/AIDS Model with Saturated Incidence Rate" Mathematics 13, no. 13: 2149. https://doi.org/10.3390/math13132149

APA Style

Marsudi, M., Trisilowati, T., & Musafir, R. R. (2025). Bifurcation and Optimal Control Analysis of an HIV/AIDS Model with Saturated Incidence Rate. Mathematics, 13(13), 2149. https://doi.org/10.3390/math13132149

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