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Journal of Siberian Federal University. Mathematics & Physics, 2022, Volume 15, Issue 4, Pages 431–443
DOI: https://doi.org/10.17516/1997-1397-2022-15-4-431-443
(Mi jsfu1009)
 

Intellectual ways of solving the problem of constructing the optimal route of an unmanned aerial vehicle in the conditions of counteraction

Igor N. Ischuka, Bogdan K. Telnykhb, Valeriy N. Tyapkina, Nikolay S. Kremeza

a Siberian Federal University, Krasnoyarsk, Russian Federation
b Military Training and Research Center of the Air Force «Air Force Academy ft. Professor N.E. Zhukovsky and Y.A. Gagarin», Voronezh, Russian Federation
References:
Abstract: Traditional and modern algorithms for solving the problem of planning the optimal route of an unmanned aerial vehicle under the influence of low-altitude air defense systems is presented in the paper. The principles of the methods, as well as, the tools used in them are described. Classical approaches of reinforcement learning and its modification using artificial neural networks are considered. The proposed algorithms are implemented and simulation with the use of these algorithms is carried out. A comparative analysis of the results is performed and conclusions about the effectiveness of the algorithms are presented.
Keywords: unmanned aerial vehicle, artificial neural network, information technologies, intelligent agent, reinforcement learning.
Funding agency Grant number
Russian Science Foundation 22-21-00001
The work was partially supported by the Russian Science Foundation grant no. 22-21-00001.
Received: 05.02.2022
Received in revised form: 09.04.2022
Accepted: 12.05.2022
Document Type: Article
UDC: 623.618, 004.85
Language: English
Citation: Igor N. Ischuk, Bogdan K. Telnykh, Valeriy N. Tyapkin, Nikolay S. Kremez, “Intellectual ways of solving the problem of constructing the optimal route of an unmanned aerial vehicle in the conditions of counteraction”, J. Sib. Fed. Univ. Math. Phys., 15:4 (2022), 431–443
Citation in format AMSBIB
\Bibitem{IshTelTya22}
\by Igor~N.~Ischuk, Bogdan~K.~Telnykh, Valeriy~N.~Tyapkin, Nikolay~S.~Kremez
\paper Intellectual ways of solving the problem of constructing the optimal route of an unmanned aerial vehicle in the conditions of counteraction
\jour J. Sib. Fed. Univ. Math. Phys.
\yr 2022
\vol 15
\issue 4
\pages 431--443
\mathnet{http://mi.mathnet.ru/jsfu1009}
\crossref{https://doi.org/10.17516/1997-1397-2022-15-4-431-443}
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    Журнал Сибирского федерального университета. Серия "Математика и физика"
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