An uncertain single machine scheduling problem with periodic maintenance

被引:29
|
作者
Shen, Jiayu [1 ]
Zhu, Kai [2 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Sci, Nanjing 210094, Jiangsu, Peoples R China
[2] Jiangsu Univ Technol, Sch Automobile & Traff Engn, Changzhou 213001, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Single machine; Periodic maintenance; Longest processing time algorithm; Worst-case ratio; Hybrid intelligent algorithm; PROGRAMMING-MODEL; PARALLEL MACHINES; MINIMIZE; JOBS;
D O I
10.1016/j.knosys.2017.12.021
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies a single machine scheduling problem with periodic maintenance, in which processing time and repair time are nondeterministic. In order to deal with nondeterministic phenomena, uncertainty theory is introduced to minimize the makespan under an uncertain environment. Three uncertain programming models are proposed, which can be converted into deterministic forms based on the uncertainty inverse distribution. List scheduling (LS) and longest processing time (LPT) algorithms are employed to solve the problem. It is proved that the two algorithms have the same worst cast ratio under different confidence levels and the LPT algorithm has a better performance bound. A hybrid intelligent algorithm for the problem is designed and some numerical experiments demonstrate the effectiveness of the proposed models and algorithm. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:32 / 41
页数:10
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