Multiobjective Job Shop Scheduling using Memetic Algorithm and Shifting Bottleneck Procedure

被引:5
|
作者
Cheng, Hsueh-Chien [1 ]
Chiang, Tsung-Che [2 ]
Fu, Li-Chen [1 ]
机构
[1] Natl Taiwan Univ, Dept Comp Sci & Informat Engn, Taipei, Taiwan
[2] Natl Taiwan Normal Univ, Dept Comp Sci & Informat Engn, Taipei, Taiwan
关键词
TOTAL WEIGHTED TARDINESS; DISPATCHING RULES; GENETIC ALGORITHM; LOCAL SEARCH;
D O I
10.1109/SCIS.2009.4927009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, the multiobjective job shop scheduling problem is addressed. The objectives under consideration are minimization of makespan and total tardiness. An integration of dispathing rules, Shifting Bottleneck procedure, and multiobjective memetic algorithm is proposed. The proposed approach significantly outperforms pure dispatching rule and rule-encoded memetic algorithm. In comparison with an existing benchmark approach on eight classical job shop problem instances, the proposed approach reports promising results and updates a large portion of the best known Pareto optimal solutions.
引用
收藏
页码:15 / +
页数:3
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