A scatter search approach to sequence-dependent setup times job shop scheduling

被引:15
作者
Manikas, Andrew [1 ]
Chang, Yih-Long [2 ]
机构
[1] Univ Wisconsin, Oshkosh, WI 54901 USA
[2] Georgia Inst Technol, Coll Management, Atlanta, GA 30332 USA
关键词
operations management; operations planning; operations strategy; operational research; production management; production modelling; production planning; quality management; scheduling; manufacturing systems; HYBRID GENETIC ALGORITHM; TABU SEARCH; OPTIMIZATION;
D O I
10.1080/00207540701805646
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Scheduling jobs on multiple machines is a difficult problem when real-world constraints such as the sequence setup time, setup times for jobs and multiple criteria are used for solution goodness. It is usually sufficient to obtain a near-optimal solution quickly when an optimal solution would require days or weeks of computation. Common scheduling heuristics such as Shortest Processing Time can be used to obtain a feasible schedule quickly, but are not designed for multiple simultaneous objectives. We use a new meta-heuristic known as a scatter search (SS) to solve these types of job shop scheduling problems. The results are compared with solutions obtained by common heuristics, a tabu search, simulated annealing, and a genetic algorithm. We show that by combining the mechanism of diversification and intensification, SS produces excellent results in a very reasonable computation time. The study presents an efficient alternative for companies with a complicated scheduling and production situation.
引用
收藏
页码:5217 / 5236
页数:20
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