An improved iterated greedy algorithm with a Tabu-based reconstruction strategy for the no-wait flowshop scheduling problem

被引:110
作者
Ding, Jian-Ya [1 ]
Song, Shiji [1 ]
Gupta, Jatinder N. D. [2 ]
Zhang, Rui [3 ]
Chiong, Raymond [4 ]
Wu, Cheng [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Univ Alabama, Coll Business Adm, Huntsville, AL 35899 USA
[3] Nanchang Univ, Sch Econ & Management, Nanchang 330031, Peoples R China
[4] Univ Newcastle, Sch Design Commun & Informat Technol, Callaghan, NSW 2308, Australia
基金
中国国家自然科学基金;
关键词
No-wait flow shop; Iterated greedy algorithm; Tabu search; Makespan; HEURISTIC ALGORITHM; MAKESPAN; MINIMIZATION; MACHINE;
D O I
10.1016/j.asoc.2015.02.006
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
This paper proposes a Tabu-mechanism improved iterated greedy (TMIIG) algorithm to solve the no-wait flowshop scheduling problem with a makespan criterion. The idea of seeking further improvement in the iterated greedy (IG) algorithm framework is based on the observation that the construction phase of the original IG algorithm may not achieve good performance in escaping from local minima when incorporating the insertion neighborhood search. To overcome this limitation, we have modified the IG algorithm by utilizing a Tabu-based reconstruction strategy to enhance its exploration ability. A powerful neighborhood search method that involves insert, swap, and double-insert moves is then applied to obtain better solutions from the reconstructed solution in the previous step. Empirical results on several benchmark problem instances and those generated randomly confirm the advantages of utilizing the new reconstruction scheme. In addition, our results also show that the proposed TMIIG algorithm is relatively more effective in minimizing the makespan than other existing well-performing heuristic algorithms. (C) 2015 Elsevier By. All rights reserved.
引用
收藏
页码:604 / 613
页数:10
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