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Diskretnyi Analiz i Issledovanie Operatsii, 2023, Volume 30, Issue 4, Pages 5–23
DOI: https://doi.org/10.33048/daio.2023.30.773
(Mi da1331)
 

A parallel “Go with the winners” algorithm for some scheduling problems

P. A. Borisovsky

Sobolev Institute of Mathematics, 4 Acad. Koptyug Avenue, 630090 Novosibirsk, Russia
References:
DOI: https://doi.org/10.33048/daio.2023.30.773
Abstract: We consider an approach to solving permutation scheduling problems using graphics accelerators. A parallel evolutionary algorithm based on the iterated random local search and the “Go with the winners” algorithm is proposed. A computational experiment was carried out on test instances of the classic Flow Shop problem and one applied production scheduling problem with time windows. The results show high computing speed and good accuracy of obtained solutions in comparison with various variants of the genetic algorithm and Gurobi solver. The proposed approach is easy to implement and convenient for adaptation to particular features of graphics computing and can be used to solve practical problems. Tab. 3, bibliogr. 18.
Keywords: Flow Shop problem, production scheduling, metaheuristic, GPU.
Funding agency Grant number
Russian Science Foundation 22-71-10015
The author expresses gratitude to the Omsk Branch of the Sobolev Institute of Mathematics of the Siberian Branch of the Russian academy of sciences for the opportunity to conduct experiments on the Tesla supercomputer cluster.
Received: 12.05.2023
Revised: 07.08.2023
Accepted: 20.08.2023
English version:
Journal of Applied and Industrial Mathematics, 2023, Volume 17, Issue 4, Pages 687–697
DOI: https://doi.org/10.1134/S1990478923040014
Document Type: Article
UDC: 519.8
Language: Russian
Citation: P. A. Borisovsky, “A parallel “Go with the winners” algorithm for some scheduling problems”, Diskretn. Anal. Issled. Oper., 30:4 (2023), 5–23; J. Appl. Industr. Math., 17:4 (2023), 687–697
Citation in format AMSBIB
\Bibitem{Bor23}
\by P.~A.~Borisovsky
\paper A parallel ``Go with the winners'' algorithm for~some scheduling problems
\jour Diskretn. Anal. Issled. Oper.
\yr 2023
\vol 30
\issue 4
\pages 5--23
\mathnet{http://mi.mathnet.ru/da1331}
\transl
\jour J. Appl. Industr. Math.
\yr 2023
\vol 17
\issue 4
\pages 687--697
\crossref{https://doi.org/10.1134/S1990478923040014}
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