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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
DOI10.1016/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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