Total flow time minimization in no-wait job shop using a hybrid discrete group search optimizer

被引:22
作者
Deng, Guanlong [1 ]
Zhang, Zhiwang [1 ]
Jiang, Tianhua [2 ]
Zhang, Shuning [1 ]
机构
[1] Ludong Univ, Sch Informat & Elect Engn, Yantai 264025, Peoples R China
[2] Ludong Univ, Coll Transportat, Yantai 264025, Peoples R China
基金
中国国家自然科学基金;
关键词
Scheduling; Job shop; Group search; Metaheuristics; No-wait; ITERATED GREEDY ALGORITHM; DIFFERENTIAL EVOLUTION ALGORITHM; SCHEDULING PROBLEM; GENETIC ALGORITHM; TABU SEARCH; MAKESPAN; BLOCKING; MACHINE;
D O I
10.1016/j.asoc.2019.05.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The no-wait job shop scheduling problem is a well-known NP-hard problem and it is typically decomposed into timetabling subproblem and sequencing subproblem. By adopting favorable features of the group search technique, a hybrid discrete group search optimizer is proposed for finding high quality schedules in the no-wait job shops with the total flow time criterion. In order to find more promising sequences, the producer operator is designed as a destruction and construction (DC) procedure and an insertion-based local search, the scrounger operator is implemented by differential evolution scheme, and the ranger operator is designed by hybridizing best insert moves. An efficient initialization scheme based on Nawaz-Enscore-Ham (NEH) heuristic is designed to construct the initial population with both quality and diversity. A speed-up method is developed to accelerate the evaluation of the insertion neighborhood. Computational results based on well-known benchmark instances show that the proposed algorithm clearly outperforms a hybrid differential evolution algorithm and an iterated greedy algorithm. In addition, the proposed algorithm is comparable to a local search method based on optimal job insertion, especially for large-size instances. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页数:12
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