A hybrid genetic algorithm for the single machine maximum lateness problem with release times and family setups

被引:15
|
作者
Sels, Veronique [1 ]
Vanhoucke, Mario [1 ,2 ,3 ]
机构
[1] Univ Ghent, Fac Econ & Business Adm, B-9000 Ghent, Belgium
[2] Vlerick Leuven Gent Management Sch, Operat & Technol Management Ctr, B-9000 Ghent, Belgium
[3] UCL, Dept Management Sci & Innovat, London WC1E 6BT, England
关键词
Machine scheduling; Genetic algorithms; SCHEDULING PROBLEM; DUE-DATES; TARDINESS; DESIGNS;
D O I
10.1016/j.cor.2011.12.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We consider the problem of scheduling a number of jobs, each job having a release time, a processing time, a due date and a family setup time, on a single machine with the objective of minimizing the maximum lateness. We develop a hybrid genetic algorithm and validate its performance on a newly developed diverse data set. We perform an extensive study of local search algorithms, based on the trade-off between intensification and diversification strategies, taking the characteristics of the problem into account. We combine different local search neighborhood structures in an intelligent manner to further improve the solution quality. We use the hybrid genetic algorithm to perform a comprehensive analysis of the influence of the different problem parameters on the average maximum lateness value and the performance of the algorithm(s). (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2346 / 2358
页数:13
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