A Fitness Landscape Analysis for the No-Wait Flow Shop Scheduling Problem with Factorial Representation | |
Zhao, Fuqing1; Xue, Feilong1; Yang, Guoqiang1; Ma, Weimin2; Zhang, Chuck3; Song, Houbin1 | |
2019 | |
发表期刊 | IEEE Access |
ISSN | 2169-3536 |
卷号 | 7页码:21032-21047 |
摘要 | The no-wait flow shop scheduling problem (NWFSP) is one of the essential models in the manufacturing systems. In this paper, the fitness landscape of the factorial representation for NWFSP with the makespan criterion is studied. The encoding and decoding schemes based on the factorial representation are constructed to transfer the permutation domain to the integer domain. The position-type distributions and fitness distance correlation are implemented to analyze the fitness landscape of the classic benchmarks. The multiple big valleys' structure in the fitness landscape is confirmed through the observation of fitness distance plot and the analysis of factorial coding theory. The various local optima and high ruggedness of the fitness landscape are visualized through the statistical results of position-type distributions. The results of fitness landscape analysis show the suitability of the landscape for the searchability with evolutionary algorithms and local search methods for solving NWFSP. © 2013 IEEE. |
关键词 | Computer programming Manufacture Scheduling Encoding and decoding factorial representation Fitness landscape Fitness landscape analysis Fitness-distance correlation Local search method Makespan criterion No-wait flow-shop scheduling |
DOI | 10.1109/ACCESS.2019.2896355 |
收录类别 | EI ; SCIE |
语种 | 英语 |
WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
WOS类目 | Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications |
WOS记录号 | WOS:000460524400001 |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
EI入藏号 | 20191106641950 |
EI主题词 | Machine shop practice |
EI分类号 | 537.1 Heat Treatment Processes - 604.2 Machining Operations - 723.1 Computer Programming - 912.2 Management |
来源库 | Compendex |
分类代码 | 537.1 Heat Treatment Processes - 604.2 Machining Operations - 723.1 Computer Programming - 912.2 Management |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://ir.lut.edu.cn/handle/2XXMBERH/114687 |
专题 | 经济管理学院 国际合作处(港澳台办) 研究生院 |
通讯作者 | Zhao, Fuqing |
作者单位 | 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 |
第一作者单位 | 兰州理工大学 |
通讯作者单位 | 兰州理工大学 |
第一作者的第一单位 | 兰州理工大学 |
推荐引用方式 GB/T 7714 | Zhao, Fuqing,Xue, Feilong,Yang, Guoqiang,et al. A Fitness Landscape Analysis for the No-Wait Flow Shop Scheduling Problem with Factorial Representation[J]. IEEE Access,2019,7:21032-21047. |
APA | Zhao, Fuqing,Xue, Feilong,Yang, Guoqiang,Ma, Weimin,Zhang, Chuck,&Song, Houbin.(2019).A Fitness Landscape Analysis for the No-Wait Flow Shop Scheduling Problem with Factorial Representation.IEEE Access,7,21032-21047. |
MLA | Zhao, Fuqing,et al."A Fitness Landscape Analysis for the No-Wait Flow Shop Scheduling Problem with Factorial Representation".IEEE Access 7(2019):21032-21047. |
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