A discrete Water Wave Optimization algorithm for no-wait flow shop scheduling problem | |
Zhao, Fuqing2; Liu, Huan2; Zhang, Yi1; Ma, Weimin3; Zhang, Chuck4 | |
刊名 | EXPERT SYSTEMS WITH APPLICATIONS |
2018-01 | |
卷号 | 91页码:347-363 |
关键词 | Water Wave Optimization (WWO) Iterated greedy algorithm No-wait flow shop scheduling problem Makespan |
ISSN号 | 0957-4174 |
DOI | 10.1016/j.eswa.2017.09.028 |
英文摘要 | In this paper, a discrete Water Wave Optimization algorithm (DWWO) is proposed to solve the no-wait flowshop scheduling problem (NWFSP) with respect to the makespan criterion. Inspired by the shallow water wave theory, the original Water Wave Optimization (WWO) is constructed for global optimization problems with propagation, refraction and breaking operators. The operators to adapt to the combinatorial optimization problems are redefined. A dynamic iterated greedy algorithm with a changing removing size is employed as the propagation operator to enhance the exploration ability. In refraction operator, a crossover strategy is employed by DWWO to avoid the algorithm falling into local optima. To improve the exploitation ability of local search, an insertion-based local search scheme which is utilized as breaking operator, is applied to search for a better solution around the current optimal solution. A ruling out inferior solution operator is also introduced to improve the convergence speed. The global convergence performance of the DWWO is analyzed with the Markov model. In addition, the computational results based on well-known benchmarks and statistical performance comparisons are presented. Experimental results demonstrate the effectiveness and efficiency of the proposed DWWO algorithm for solving NWFSP. (C) 2017 Elsevier Ltd. All rights reserved. |
资助项目 | Lanzhou Science Bureau[2012M521802] ; Lanzhou Science Bureau[2013T60889] ; Lanzhou Science Bureau[J201405] ; Lanzhou Science Bureau[2013-4-64] |
WOS研究方向 | Computer Science ; Engineering ; Operations Research & Management Science |
语种 | 英语 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
WOS记录号 | WOS:000414619600028 |
状态 | 已发表 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.223/handle/2XXMBERH/32951] |
专题 | 国际合作处(港澳台办) |
通讯作者 | Zhao, Fuqing |
作者单位 | 1.Xijin Univ, Sch Mech Engn, Xian 710123, Shaanxi, Peoples R China 2.Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou 730050, Gansu, Peoples R China 3.Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China 4.Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA |
推荐引用方式 GB/T 7714 | Zhao, Fuqing,Liu, Huan,Zhang, Yi,et al. A discrete Water Wave Optimization algorithm for no-wait flow shop scheduling problem[J]. EXPERT SYSTEMS WITH APPLICATIONS,2018,91:347-363. |
APA | Zhao, Fuqing,Liu, Huan,Zhang, Yi,Ma, Weimin,&Zhang, Chuck.(2018).A discrete Water Wave Optimization algorithm for no-wait flow shop scheduling problem.EXPERT SYSTEMS WITH APPLICATIONS,91,347-363. |
MLA | Zhao, Fuqing,et al."A discrete Water Wave Optimization algorithm for no-wait flow shop scheduling problem".EXPERT SYSTEMS WITH APPLICATIONS 91(2018):347-363. |
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