Genetic algorithm for the resource-constrained project scheduling problem Full article
Journal |
Automation and Remote Control
ISSN: 0005-1179 , E-ISSN: 1608-3032 |
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Output data | Year: 2017, Volume: 78, Number: 6, Pages: 1101-1114 Pages count : 14 DOI: 10.1134/s0005117917060108 | ||||
Tags | resource-constrained project scheduling problem, renewable resources, genetic algo- rithms, PCPLIB. | ||||
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Abstract:
Перевод статьи Е.Н. Гончаров, В.В. Леонов Генетический алгоритм для задачи календарного планирования с ограниченными ресурсами // Автоматика и телемеханика, 2017, No 6, c.173–189.
We consider the resource-constrained project scheduling problem with respect to
the makespan minimization criterion. The problem accounts for technological constraints of activities precedence together with resource constraints. We propose a genetic algorithm with two versions of crossovers based on the idea of most rational use of constrained resources. The crossovers uses a heuristic that takes into account the degree of criticality for the resources, which is derived from the solution of a relaxed problem with a constraint on accumulative resources. A numerical experiment with examples from the PCPLIB library has shown that the proposed algorithm has competitive quality. For some examples from the j120 test series the best known solutions were improved and for j60 (50000 and 500000 iterations) and for j120
(500000 iterations) we have obtain the best average deviations of the solutions from the critical path value.
Cite:
Goncharov E.N.
, Leonov V.V.
Genetic algorithm for the resource-constrained project scheduling problem
Automation and Remote Control. 2017. V.78. N6. P.1101-1114. DOI: 10.1134/s0005117917060108 WOS Scopus OpenAlex
Genetic algorithm for the resource-constrained project scheduling problem
Automation and Remote Control. 2017. V.78. N6. P.1101-1114. DOI: 10.1134/s0005117917060108 WOS Scopus OpenAlex
Original:
Гончаров Е.Н.
, Леонов В.В.
ГЕНЕТИЧЕСКИЙ АЛГОРИТМ ДЛЯ ЗАДАЧИ КАЛЕНДАРНОГО ПЛАНИРОВАНИЯ С ОГРАНИЧЕННЫМИ РЕСУРСАМИ
Автоматика и телемеханика. 2017. №6. С.173–189.
ГЕНЕТИЧЕСКИЙ АЛГОРИТМ ДЛЯ ЗАДАЧИ КАЛЕНДАРНОГО ПЛАНИРОВАНИЯ С ОГРАНИЧЕННЫМИ РЕСУРСАМИ
Автоматика и телемеханика. 2017. №6. С.173–189.
Dates:
Submitted: | Dec 28, 2015 |
Published print: | Jun 1, 2017 |
Identifiers:
Web of science: | WOS:000403538800010 |
Scopus: | 2-s2.0-85020666459 |
OpenAlex: | W2623314515 |