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Preprints of the Keldysh Institute of Applied Mathematics, 2024, 039, 13 pp.
DOI: https://doi.org/10.20948/prepr-2024-39
(Mi ipmp3249)
 

Reinforcement learning model for enterprise fleet optimization

D. N. Shmyglev, V. A. Sudakov
References:
Abstract: This work highlights the solution to the problem of finding the minimum size of an enterprise’s vehicle fleet, with which it is possible to solve problems similar to the problem of several traveling salesmen. The proposed approach models a reinforcement learning environment where an agent must drive around given waypoints with multiple vehicles. The conducted computational experiments showed the effectiveness of machine learning models in solving the combinatorial optimization problem.
Keywords: mathematical modelling in actual problems of science and technics.
Document Type: Preprint
Language: Russian
Citation: D. N. Shmyglev, V. A. Sudakov, “Reinforcement learning model for enterprise fleet optimization”, Keldysh Institute preprints, 2024, 039, 13 pp.
Citation in format AMSBIB
\Bibitem{ShmSud24}
\by D.~N.~Shmyglev, V.~A.~Sudakov
\paper Reinforcement learning model for enterprise fleet optimization
\jour Keldysh Institute preprints
\yr 2024
\papernumber 039
\totalpages 13
\mathnet{http://mi.mathnet.ru/ipmp3249}
\crossref{https://doi.org/10.20948/prepr-2024-39}
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  • https://www.mathnet.ru/eng/ipmp3249
  • https://www.mathnet.ru/eng/ipmp/y2024/p39
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