ABC-based manufacturing scheduling for unrelated parallel machines with machine-dependent and job sequence-dependent setup times

被引:60
作者
Lin, Shih-Wei [1 ]
Ying, Kuo-Ching [2 ]
机构
[1] Chang Gung Univ, Dept Informat Management, Taoyan, Taiwan
[2] Natl Taipei Univ Technol, Dept Ind Engn & Management, Taipei 106, Taiwan
关键词
Scheduling; Unrelated parallel machines; Setup times; Artificial bee colony; Metaheuristic; ARTIFICIAL BEE COLONY; OPTIMIZATION; ALGORITHM; DESIGN;
D O I
10.1016/j.cor.2014.05.013
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
To date, the topic of unrelated parallel machine scheduling problems with machine-dependent and job sequence-dependent setup times has received relatively little research attention. In this study, a hybrid artificial bee colony (HABC) algorithm is presented to solve this problem with the objective of minimizing the makespan. The performance of the proposed HABC algorithm was evaluated by comparing its solutions to state-of-the-art metaheuristic algorithms and a high performing artificial bee colony (ABC)-based algorithm. Extensive computational results indicate that the proposed HABC algorithm significantly outperforms these best-so-far algorithms. Since the problem addressed in this study is a core topic for numerous industrial applications, this article may help to reduce the gap between theoretical progress and industrial practice. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:172 / 181
页数:10
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