Metaheuristics optimization approaches for two-stage reentrant flexible flow shop with blocking constraint

被引:40
|
作者
Sangsawang, Chatnugrob [1 ]
Sethanan, Kanchana [1 ]
Fujimoto, Takahiro [2 ]
Gen, Mitsuo [3 ]
机构
[1] Khon Kaen Univ, Fac Engn, Dept Ind Engn, Res Unit Syst Modeling Ind, Khon Kaen 40002, Thailand
[2] Univ Tokyo, Fac Econ, Mfg Management Res Ctr, Tokyo 1130033, Japan
[3] Fuzzy Log Syst Inst, Iizuka, Fukuoka 8200067, Japan
关键词
Hybrid genetic algorithm (HGA); Hybrid particle swarm optimization (HPSO); Reentrant flexible flow shop (RFFS); Blocking constraint; Hard disk drive (HDD) manufacturing; PARTICLE SWARM OPTIMIZATION; MINIMIZING TOTAL TARDINESS; HYBRID GENETIC ALGORITHM; TABU SEARCH; TIME; HEURISTICS; MAKESPAN; MACHINE; BRANCH;
D O I
10.1016/j.eswa.2014.10.043
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses a problem of the two-stage reentrant flexible flow shop (RFFS) with blocking constraint (FFS|2-stagexcrc,block|C-max). The objective is to find the optimal sequences in order to minimize the makespan. In this study, the hybridization of GA (HGA: hybrid genetic algorithm) with adaptive auto-tuning based on fuzzy logic controller and the hybridization of PSO (HPSO: hybrid particle swarm optimization) with Cauchy distribution were developed to solve the problem. The encoding and decoding routines that appropriate for blocking constraint and Relax-Blocking algorithm for improving chromosome and particle were suggested. Experimental results reveal that the HPSO and HGA algorithms give better solutions than the classical metaheuristics, GA and PSO, for all test problems respectively. Additionally, the relative improvement (RI) of the makespan solutions obtained by the proposed algorithms with respect to those of the current practice is performed in order to measure the quality of the makespan solutions generated by the proposed algorithms. The RI results show that the HGA and HPSO algorithms can improve the makespan solution by averages of 15.51% and 15.60%, respectively. We found that the performance of the HGA is not significantly competitive as compared to the HPSO but its computational times are significantly higher than those of the HPSO. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2395 / 2410
页数:16
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