Flow-shop sequencing using hybrid simulated annealing

被引:16
作者
Nearchou, AC [1 ]
机构
[1] Univ Patras, Dept Business Adm, Patras 26500, Greece
关键词
flow-shop scheduling; simulated annealing; hybridization; combinatorial optimization; meta-heuristics;
D O I
10.1023/B:JIMS.0000026570.03851.cc
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Simulated annealing (SA) heuristics have been successfully applied on a variety of complex optimization problems. This paper presents a new hybrid SA approach for the permutation flow-shop scheduling (FSS) problem. FSS is known to be NP-hard, and thus the right way to proceed is through the use of heuristics techniques. The proposed approach combines the characteristics of a canonical SA procedure together with features borrowed from the field of genetic algorithms (GAs), such as the use of a population of individuals and the use of a novel, non-standard recombination operator for generating solutions. The approach is easily implemented and performs near-optimal schedules in a rather short computation time. Experiments over multiple benchmarks test problems show that the developed approach has higher performance than that of other FSS meta-heuristic approaches, generating schedules of shorter makespans faster. The experiments include comparisons between the proposed hybrid model, a genetic algorithm, and two other standard simulated annealing approaches. The final solutions obtained by the method are within less than 1% in average from the optimal solutions obtained so far.
引用
收藏
页码:317 / 328
页数:12
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