Genetic algorithms with path relinking for the minimum tardiness permutation flowshop problem

被引:124
作者
Vallada, Eva
Ruiz, Ruben
机构
[1] Grupo de Sistemas de Optimización Aplicada, Instituto Tecnológico de Informática, Universidad Politécnica de Valencia, 46021 Valencia, Acc. B. Camino de Vera S/N
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2010年 / 38卷 / 1-2期
关键词
Flowshop; Tardiness; Genetic algorithm; Path relinking; Diversity; MINIMIZING TOTAL TARDINESS; DEPENDENT SETUP TIMES; M-MACHINE; SCHEDULING PROBLEMS; TABU SEARCH; HEURISTIC ALGORITHM; WEIGHTED TARDINESS; BOUND ALGORITHM; MEAN TARDINESS; N-JOB;
D O I
10.1016/j.omega.2009.04.002
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this work three genetic algorithms are presented for the permutation flowshop scheduling problem with total tardiness minimisation criterion. The algorithms include advanced techniques like path relinking, local search and a procedure to control the diversity of the population. We also include a speed up procedure in order to reduce the computational effort needed for the local search technique, which results in large CPU time savings. A complete calibration of the different parameters and operators of the proposed algorithms by means of a design of experiments approach is also given. We carry out a comparative evaluation with the best methods that can be found in the literature for the total tardiness objective, and with adaptations of other state-of-the-art methods originally proposed for other objectives. mainly makespan. All the methods have been implemented with and without the speed up procedure in order to test its effect. The results show that the proposed algorithms are very effective. outperforming the remaining methods of the comparison by a considerable margin. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:57 / 67
页数:11
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