A modified MOEA/D with adaptive mutation mechanism for multi-objective job shop scheduling problem

doi:10.12733/jcis13862

	A modified MOEA/D with adaptive mutation mechanism for multi-objective job shop scheduling problem
	Zhao, Fuqing 2,3; Chen, Zhen 3; Zhang, Chuck 1; Wang, Junbiao 2
刊名	Journal of Computational Information Systems
	2015-04-15
卷号	11 期号:8 页码:2833-2840
关键词	Algorithms Decomposition Evolutionary algorithms Multiobjective optimization Optimization Scheduling Scheduling algorithms Adaptive Adaptive approach Adaptive mutation Effectiveness and efficiencies Job shop scheduling problems Multi objective evolutionary algorithms Multi-objective job shop scheduling Pareto dominance
ISSN号	15539105
DOI	10.12733/jcis13862
英文摘要	In this paper, a modified multi-objective evolutionary algorithm based on decomposition (MMOEA/D) is proposed for the multi-objective job shop scheduling problem with the objectives to minimize the makespan, total flow time and total tardiness time. Considering the information between the targets and using an adaptive approach, the algorithm can exploit the search space fully and uneasily trap in a local optimal. Results illustrate the high effectiveness and efficiency of the proposed algorithm compared with multi-objective evolutionary algorithms based on Pareto dominance. ©, 2015, Binary Information Press. All right reserved.
语种	英语
出版者	Binary Information Press
内容类型	期刊论文
源URL	[http://ir.lut.edu.cn/handle/2XXMBERH/113470]
专题	国际合作处（港澳台办）
作者单位	1.H. Milton Stewart School of Industrial & Systems Engineering, Georgia Institute of Technology, Atlanta; GA, United States; 2.Key Laboratory of Contemporary Design & Integrated Manufacturing Technology, Ministry of Education, Northwestern Polytechnical University, Xi'an, China 3.School of Computer and Communication, Lanzhou University of Technology, Lanzhou, China;
推荐引用方式 GB/T 7714	Zhao, Fuqing,Chen, Zhen,Zhang, Chuck,et al. A modified MOEA/D with adaptive mutation mechanism for multi-objective job shop scheduling problem[J]. Journal of Computational Information Systems,2015,11(8):2833-2840.
APA	Zhao, Fuqing,Chen, Zhen,Zhang, Chuck,&Wang, Junbiao.(2015).A modified MOEA/D with adaptive mutation mechanism for multi-objective job shop scheduling problem.Journal of Computational Information Systems,11(8),2833-2840.
MLA	Zhao, Fuqing,et al."A modified MOEA/D with adaptive mutation mechanism for multi-objective job shop scheduling problem".Journal of Computational Information Systems 11.8(2015):2833-2840.