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Ufa Mathematical Journal, 2023, Volume 15, Issue 3, Pages 129–147
DOI: https://doi.org/10.13108/2023-15-3-129
(Mi ufa670)
 

Genetic algorithm applied to fractional optimal control of a diabetic patient

A. El Ouissari, K. El Moutaouakil

Polydisplinary Faculty of Taza, USMBA, The road to Oujda, Fez, B.P. 1223, Morocco
References:
Abstract: Diabetes is a dangerous disease that increases in incidence every year. The aim of this paper is to present and analyze the model of diabetes and its complications with the fractional derivative of Caputo, namely, we propose a mathematical model with a fractional derivative of the type 2 diabetes. The positivity and boundedness of the solutions is demonstrated by the Laplace transform method. We study the existence and uniqueness of the solution of the system. We use the genetic algorithm (GA) to solve the fractional differential equation model and to characterize the optimal control and this is an efficient and simple metaheuristic method to implement. Simulations of the total number of diabetics with the different values of a parameter $\alpha$ show that the combined control strategy leads to a significant decrease. The simulation results also show that the number of uncomplicated diabetics in the fractional model, for the different fractional values of $\alpha$, decreases more rapidly than the integer derivative model.
Keywords: diabetic population dynamic system, optimal control, fractional derivative, genetic algorithm, artificial intelligent.
Received: 26.11.2022
Russian version:
Ufimskii Matematicheskii Zhurnal, 2023, Volume 15, Issue 3, Pages 132–150
Document Type: Article
UDC: 517.958
MSC: 34B45, 81Q15
Language: English
Original paper language: English
Citation: A. El Ouissari, K. El Moutaouakil, “Genetic algorithm applied to fractional optimal control of a diabetic patient”, Ufimsk. Mat. Zh., 15:3 (2023), 132–150; Ufa Math. J., 15:3 (2023), 129–147
Citation in format AMSBIB
\Bibitem{El El 23}
\by A.~El Ouissari, K.~El Moutaouakil
\paper Genetic algorithm applied to fractional optimal control of a diabetic patient
\jour Ufimsk. Mat. Zh.
\yr 2023
\vol 15
\issue 3
\pages 132--150
\mathnet{http://mi.mathnet.ru/ufa670}
\transl
\jour Ufa Math. J.
\yr 2023
\vol 15
\issue 3
\pages 129--147
\crossref{https://doi.org/10.13108/2023-15-3-129}
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    References:13
     
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