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Research Article Open access CC BY 4.0

Healthcare-Strain-Aware Epidemic Control Using State-Constrained Optimization

M. O. Durojaye, T. A. Ogunjemiyo, J. K. Odeyemi

Asian Journal of Advanced Research and Reports · pp. 356–374 · Published 11 Jul 2026

10.9734/ajarr/2026/v20i71418

Abstract

A state-constrained optimal-control problem is formulated to prevent healthcare-system overload dynamically while balancing intervention costs. The formulation leads to an eight-compartment model (S, U, D, T, H, R, E, V), which includes a separate compartment for hospitalisation and a sigmoidal mortality rate \(\bar{\mu}_h(Q)\) that depends on the available capacity of the healthcare system. The objective is to minimise the combined disease burden and intervention costs while imposing the hard constraint H (t) \(\le\) Q. Using Pontryagin’s Maximum Principle extended to state-constrained problems, the adjoint equations and the characterisation of the optimal time-dependent controls for transmission reduction, testing/detection, clinical-treatment efficiency, and vaccination are obtained. Numerical simulations under different capacity levels and cost assumptions show that the optimal policies involve early scaling-up of non-pharmaceutical interventions and testing/detection to keep hospitalisations low, followed by a transition towards vaccination and efficient use of clinical resources. The inclusion of the state constraint leads to 15–30% higher implementation costs but avoids mortality peaks associated with violation of the healthcare-capacity constraint.

State constraints hospital surge epidemic modelling healthcare capacity Pontryagin’s maximum principle

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