No-wait flexible flowshop with uniform parallel machines and sequence-dependent setup time: a hybrid meta-heuristic approach

被引:0
作者
Pezhman Ramezani
Meysam Rabiee
Fariborz Jolai
机构
[1] K. N. Toosi University of Technology,Department of Industrial Engineering
[2] Bu-Alisina University,Department of Industrial Engineering, Tuyserkan’s Engineering Faculty
[3] University of Tehran,Department of Industrial Engineering
来源
Journal of Intelligent Manufacturing | 2015年 / 26卷
关键词
No-wait scheduling; Flexible flowshop; Sequence-dependent setup time; Uniform parallel machine; Meta-heuristic; Taguchi experimental design;
D O I
暂无
中图分类号
学科分类号
摘要
According to the state of the art of no-wait scheduling problem, practitioners have mostly concentrated on pure no-wait flow shop scheduling problem. In the most real world production cases, flow shops operate with uniform parallel machines at each stage to eliminate or reduce the bottleneck stages with aim of enhancing the efficiency of production. This paper deals with a no-wait scheduling problem considering anticipatory sequence-dependent setup times on the flexible flow shop environment with uniform parallel machines. The objective is to find the sequence which minimizes maximum completion time of jobs (i.e. makespan). Since this problem is known to be NP-hard, we introduce a novel approach to tackle the problem. In the solution approach, firstly a heuristic formulation is used for objective function evaluation. Afterwards, principles of meta-heuristic algorithms namely invasive weed optimization, variable neighborhood search and simulated annealing algorithms are hybridized as solution method of the problem. In addition, a Taguchi method is employed for calibration of parameters and operators of the proposed hybrid meta-heuristic. Various computational experiments in two scales of small and large are established to illustrate the effectiveness and robustness of the proposed method. Finally, the experimental results revealed the superiority of the performance of the hybrid meta-heuristic in comparison with original ones singularly.
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页码:731 / 744
页数:13
相关论文
共 117 条
[1]  
Aldowaisan TA(2001)A new heuristic and dominance relations for no-wait flowshops with setup times Computers and Operations Research 28 563-584
[2]  
Allahverdi A(1997)Scheduling in stochastic flowshops with independent setup, processing and removal times Computers and Operations Research 24 995-960
[3]  
Allahverdi A(2001)Minimizing total completion time in a no-wait flowshop with sequence-dependent additive changeover times Journal of the Operational Research Society 52 449-462
[4]  
Aldowaisan T(2004)A genetic algorithm for an industrial multiprocessor flow shop scheduling problem with recirculation European Journal of Operational Research 159 651-62
[5]  
Bertel S(2011)Hybrid metaheuristics in combinatorial optimization: A survey Applied Soft Computing 11 4135-4151
[6]  
Billaut J(1998)Flowshop scheduling with identical jobs and uniform parallel machines European Journal of Operational Research 109 620-31
[7]  
Blum C(2006)A bicriteria scheduling with sequence-dependent setup times Applied Mathematics and Computation 179 378-385
[8]  
Puchinger J(1997)Two-stage no-wait scheduling models with setup and removal times Computers and Operations Research 24 1025-1031
[9]  
Raidl GR(2001)Variable neighborhood search: Principles and applications European Journal of Operational Research 130 449-467
[10]  
Roli A(1998)A two-stage hybrid flowshop with uniform machines and setup times Mathematical and Computer Modelling 27 27-45