Work place: Department of Mathematical Modelling and Artificial Intelligence, National Aerospace University “Kharkiv Aviation Institute”, Kharkiv, 61070, Ukraine
E-mail: dichumachenko@gmail.com
Website:
Research Interests: Artificial Intelligence
Biography
Dmytro Chumachenko is Candidate of Science (Ph.D.) in Systems and Means of Artificial Intelligence. He is Associate Professor at Department of Mathematical Modelling and Artificial Intelligence of National Aerospace University “Kharkiv Aviation Institute” (Kharkiv, Ukraine) and Affiliate Researcher at Ubiquitous Health Technologies Lab of University of Waterloo (Waterloo, ON, Canada). Research interests are artificial intelligence, epidemic process simulation, simulation of infectious diseases, data-driven medicine, public health informatics.
By Anatoliy Litvinov Dmytro Chumachenko Nataliia Dotsenko Iryna Kadykova Igor Chumachenko
DOI: https://doi.org/10.5815/ijitcs.2024.04.07, Pub. Date: 8 Aug. 2024
We address the challenge of optimizing the interaction between medical personnel and treatment stations within mobile and flexible medical care units (MFMCUs) in conflict zones. For the analysis of such systems, a closed queuing model with a finite number of treatment stations has been developed, which accounts for the possibility of performing multiple tasks for a single medical service request. Under the assumption of Poisson event flows, a system of integro-differential equations for the probability densities of the introduced states has been compiled. To solve it, the method of discrete binomial transformations is employed in conjunction with production functions. Solutions were obtained in the form of finite expressions, enabling the transition from the probabilistic characteristics of the model to the main performance metrics of the MFMCU: the load factor of medical personnel, and the utilization rate of treatment stations. The results show the selection of the number of treatment stations in the medical care area and the calculation of the appropriate performance of medical personnel.
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