A factorial based particle swarm optimization with a population adaptation mechanism for the no-wait flow shop scheduling problem with the makespan objective

被引:34
|
作者
Zhao, Fuqing [1 ]
Qin, Shuo [1 ]
Yang, Guoqiang [1 ]
Ma, Weimin [2 ]
Zhang, Chuck [3 ]
Song, Houbin [1 ]
机构
[1] Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou 730050, Gansu, Peoples R China
[2] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
[3] Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
基金
浙江省自然科学基金; 中国国家自然科学基金;
关键词
Particle swarm optimization; No-wait flow shop scheduling problem; Factorial representation; Runtime analysis; Variable neighborhood search; Makespan; ITERATED GREEDY ALGORITHM; SEARCH ALGORITHM; MINIMIZE;
D O I
10.1016/j.eswa.2019.01.084
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 flow shop scheduling problem (NWFSP) performs an essential role in the manufacturing industry. In this paper, a factorial based particle swarm optimization with a population adaptation mechanism (FPAPSO) is implemented for solving the NWFSP with the makespan criterion. The nearest neighbor mechanism and NEH method are employed to generate a potential initial population. The factorial representation, which uniquely represents each number as a string of factorial digits, is designed to transfer the permutation domain to the integer domain. A variable neighbor search strategy based on the insert and swap neighborhood structure is introduced to perform a local search around the current best solution. A population adaptation (PA) mechanism is designed to control the diversity of the population and to avoid the particles being trapped into local optima. Furthermore, a runtime analysis of FPAPSO is performed with the level-based theorem. The computational results and comparisons with other stateof-the-art algorithms based on the Reeve's and Taillard's instances demonstrate the efficiency and performance of FPAPSO for solving the NWFSP. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页码:41 / 53
页数:13
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