A scatter search algorithm for the distributed permutation flowshop scheduling problem

被引:307
作者
Naderi, Bahman [1 ]
Ruiz, Ruben [2 ]
机构
[1] Univ Kharazmi, Fac Engn, Dept Ind Engn, Karaj, Iran
[2] Univ Politecn Valencia, Ciudad Politecn Innovac, Grp Sistemas Optimizac Aplicada, Valencia 46021, Spain
关键词
Distributed scheduling; Permutation flowshop; Scatter search; GENETIC ALGORITHMS; MAKESPAN; CLASSIFICATION; HEURISTICS; TARDINESS;
D O I
10.1016/j.ejor.2014.05.024
中图分类号
C93 [管理学];
学科分类号
120117 [社会管理工程];
摘要
The distributed permutation flowshop problem has been recently proposed as a generalization of the regular flowshop setting where more than one factory is available to process jobs. Distributed manufacturing is a common situation for large enterprises that compete in a globalized market. The problem has two dimensions: assigning jobs to factories and scheduling the jobs assigned to each factory. Despite being recently introduced, this interesting scheduling problem has attracted attention and several heuristic and metaheuristic methods have been proposed in the literature. In this paper we present a scatter search (SS) method for this problem to optimize makespan. SS has seldom been explored for flowshop settings. In the proposed algorithm we employ some advanced techniques like a reference set made up of complete and partial solutions along with other features like restarts and local search. A comprehensive computational campaign including 10 existing algorithms, together with statistical analyses, shows that the proposed scatter search algorithm produces better results than existing algorithms by a significant margin. Moreover all 720 known best solutions for this problem are improved. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:323 / 334
页数:12
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