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Artificial Intelligence and Decision Making, 2023, Issue 4, Pages 58–70
DOI: https://doi.org/10.14357/20718594230406
(Mi iipr48)
 

Computational intelligence

Swarm intelligence algorithm of traffic

O. P. Bobrovskayaab, T. V. Gavrilenkoab, V. A. Galkinab

a Surgut State University, Surgut, Russian Federation
b Federal State Institution "Scientific Research Institute for System Analysis of the Russian Academy of Sciences", Surgut, Russia
Abstract: The problem of modeling the routes of self-driving vehicles in a traffic flow in which there are no collisions is being solved. A new swarm algorithm based on a microscopic model of traffic flow is proposed, which ensures the movement of agents without collisions. Changes in several optimality criteria during the operation of the algorithm are considered, such as: average speed of agents, throughput, number of lane changes. The boundaries of the effective values of the hyperparameters of the algorithm are estimated. At certain density parameters and push/pull coefficients in the traffic flow, free flow and an improvement in the values of the optimization criteria are observed.
Keywords: swarm intelligence, swarm algorithm, microscopic model of traffic flow, agent, fish school algorithm.
Funding agency Grant number
Ministry of Science and Higher Education of the Russian Federation 0580-2021-0007
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: O. P. Bobrovskaya, T. V. Gavrilenko, V. A. Galkin, “Swarm intelligence algorithm of traffic”, Artificial Intelligence and Decision Making, 2023, no. 4, 58–70
Citation in format AMSBIB
\Bibitem{BobGavGal23}
\by O.~P.~Bobrovskaya, T.~V.~Gavrilenko, V.~A.~Galkin
\paper Swarm intelligence algorithm of traffic
\jour Artificial Intelligence and Decision Making
\yr 2023
\issue 4
\pages 58--70
\mathnet{http://mi.mathnet.ru/iipr48}
\crossref{https://doi.org/10.14357/20718594230406}
\elib{https://elibrary.ru/item.asp?id=56928407}
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