A novel hybrid genetic algorithm for the open shop scheduling problem

被引:2
作者
Fardin Ahmadizar
Mehdi Hosseinabadi Farahani
机构
[1] University of Kurdistan,Department of Industrial Engineering
来源
The International Journal of Advanced Manufacturing Technology | 2012年 / 62卷
关键词
Open shop scheduling; Genetic algorithm; Heuristic algorithm;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a hybrid genetic algorithm is proposed for the open shop scheduling problem with the objective of minimizing the makespan. In the proposed algorithm, a specialized crossover operator is used that preserves the relative order of jobs on machines and a strategy is applied to prevent from searching redundant solutions in the mutation operator. Moreover, an iterative optimization heuristic is employed which uses the concept of randomized active schedules, a dispatching index based on the longest remaining processing time rule and a lower bound to further decrease the search space. Computational results show that the proposed algorithm outperforms other genetic algorithms and is very competitive with well-known metaheuristics available in the literature.
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页码:775 / 787
页数:12
相关论文
共 45 条
[1]  
Brucker P(1997)A branch & bound algorithm for the open-shop problem Discrete Appl Math 76 43-59
[2]  
Hurink J(1999)A new lower bound for the open-shop problem Ann Oper Res 92 165-183
[3]  
Jurisch B(2001)Solving the open-shop scheduling problem J Scheduling 4 157-174
[4]  
Wöstmann B(1976)Open shop scheduling to minimize finish time J ACM 23 665-679
[5]  
Guéret C(1998)An iterative improvement approach for the nonpreemptive open shop scheduling problem Eur J Oper Res 111 509-517
[6]  
Prins C(1998)Classical and new heuristics for the open-shop problem: a computational evaluation Eur J Oper Res 107 306-314
[7]  
Dorndorf U(1997)A tabu search algorithm for the open shop problem TOP 5 283-296
[8]  
Pesch E(2000)A hybrid genetic algorithm for the open shop scheduling problem Eur J Oper Res 124 28-42
[9]  
Phan-Huy T(2000)Competitive genetic algorithms for the open-shop scheduling problem Math Method Oper Res 52 389-411
[10]  
Gonzalez T(2006)GA based heuristic for the open job shop scheduling problem Int J Adv Manuf Technol 30 297-301