ArticleScientific reports2025
Dynamic analysis and optimal control of a hybrid fractional monkeypox disease model in terms of external factors.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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2 citing papers in PubMed.
- A deep learning approach for solving a fractional order Monkeypox transmission model using a harmonic neural network optimized with SGDM.Scientific reports · 2026Article
- Mathematical modeling and transmission insights into Mpox: dynamics, control measures, and data-driven validation.Theory in biosciences = Theorie in den Biowissenschaften · 2026Article
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6 authors.
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Abstract
The monkeypox virus (MPXV), which is a member of the Orthopoxvirus genus in the class Poxviridae, is the causative agent of the zoonotic viral infection MPXV. The disease is similar to smallpox, but it is usually less dangerous. This study examines the evolution of the MPXV epidemic in Canada with an emphasis on the effects of control employing actual data. The main challenge is accurately estimating the virus's rate of transmission and assessing the effectiveness of vaccination campaigns. By taking into account the modified Atangana-Baleanu-Caputo (mABC) fractional difference operator, we develop an analytical framework for an outbreak caused by MPXV and broaden it to accommodate the fractional scenario. The non-negativity and boundedness are guaranteed by the computation of the fractional-order MPXV system. At the disease-free equilibrium (DFE) [Formula: see text], we perform a local asymptotical stability analysis (LAS) and display the outcome for [Formula: see text]. When [Formula: see text] and [Formula: see text], the single endemic equilibrium point (EEP) of infectious rodents is globally asymptotically stable (GAS). Lyapunov's approach and LaSalle's invariant criterion demonstrate that the GAS in terms of EEP for infectious persons occurs when [Formula: see text] and [Formula: see text]. Through the application of nonlinear least squares, we determine the parameter values applying actual cases collected from Canada. To further bolster the operator's effectiveness, a number of tests of this novel kind of operator were conducted. We remark that in various time scale domains [Formula: see text], the investigated discrete formulations will be [Formula: see text]-nonincreasing or [Formula: see text]-nondecreasing by examining ρ-monotonicity formulations and the basic properties of the suggested operator. Algorithms are constructed in the discrete generalized Mittag-Leffler (GML) kernel for mathematical simulations, emphasizing the effects of the infection resulting from multiple factors. The dynamical technique used to build the MPXV framework was significantly impacted by fractional-order. In order to lessen the infections, severity, five time-dependent control factors are also implemented. The optimality criteria are produced by applying Pontryagin's maximal argument to prove the validity of the most effective control. Various combos of control factors are offered to reduce the incidence of MPXV. The results of the current research provide governmental officials and healthcare professionals with practical steps to take in order to establish efficient and ideal preventive approaches to reduce the MPXV outbreaks.
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