An imperialist competitive algorithm with adaptive cooperation for resource-constrained unrelated parallel machines scheduling with setup time

被引:0
作者
Dai, Fengteng [1 ]
Lei, Deming [1 ]
机构
[1] Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China
来源
2023 35TH CHINESE CONTROL AND DECISION CONFERENCE, CCDC | 2023年
关键词
Parallel machines; scheduling; imperialist competitive algorithm; additional resource; adaptive cooperation;
D O I
10.1109/CCDC58219.2023.10326702
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Resource-constrained unrelated parallel machine scheduling problem (RLIPMSP) has been extensively considered; however, RUPMSP with setup time is seldom studied. In this study, RUPNISP with sequence-dependent setup time (SDST) is investigated and an imperialist competitive algoirthrn with adaptive cooperation (AYIICA) is presented to minimize total tardiness. for two strongest empires, two cooperation methods between them are given, adaptive selection based on the ratio of their normalized total cost is implemented to choose a cooperation way, the weakest empire support is executed by using their good solutions, and a new imperialit competition is presented. A number of experiments are conducted on 70 instances from the literature. The computational results demonstrate that the new strategies are effective and ACICA can provide better results than the algorithms from the literature.
引用
收藏
页码:5128 / 5133
页数:6
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