Dynamic scheduling in flexible job shop systems by considering simultaneously efficiency and stability

被引:94
作者
Fattahi, Parviz [1 ]
Fallahi, Alireza [1 ]
机构
[1] Bu Ali Sina Univ, Fac Engn, Dept Ind Engn, Hamadan, Iran
关键词
Dynamic scheduling; Flexible job shop scheduling; Genetic algorithm; Stability; Efficiency;
D O I
10.1016/j.cirpj.2009.10.001
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Scheduling for the flexible job shop is very important in the fields of production management and combinatorial optimization. However, it is quite difficult to achieve an optimal solution to this problem in medium and actual size problems with traditional optimization approaches owing to the high computational complexity. In this paper, dynamic scheduling in flexible job shop is considered. The dynamic status intensifies the complexity of this problem. Nevertheless, there are many industries which have a dynamic status. Two objectives are considered to make a balance between efficiency and stability of the schedules. A multi-objective mathematical model for the considered problem is developed. Since the problemiswell known as NP-hard, a meta-heuristic algorithm based on the genetic algorithm is developed. Numerical experiments are used to evaluate the performance and efficiency of the proposed algorithm. The experimental results show that the proposed algorithm is capable to achieve the optimal solutions for the small size problems and near optimal solutions for the mediumsize problems. (C) 2009 CIRP.
引用
收藏
页码:114 / 123
页数:10
相关论文
共 23 条
[1]   Multi-objective scheduling of dynamic job shop using variable neighborhood search [J].
Adibi, M. A. ;
Zandieh, M. ;
Amiri, M. .
EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (01) :282-287
[2]   Applying simulated annealing to cellular manufacturing system design [J].
Arkat, Jamal ;
Saidi, Mohammad ;
Abbasi, Babak .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2007, 32 (5-6) :531-536
[3]   JOB-SHOP SCHEDULING WITH MULTIPURPOSE MACHINES [J].
BRUCKER, P ;
SCHLIE, R .
COMPUTING, 1990, 45 (04) :369-375
[4]   Dynamic scheduling of manufacturing job shops using genetic algorithms [J].
Chryssolouris, G ;
Subramaniam, V .
JOURNAL OF INTELLIGENT MANUFACTURING, 2001, 12 (03) :281-293
[5]   A genetic local search algorithm for minimizing total weighted tardiness in the job-shop scheduling problem [J].
Essafi, Imen ;
Mati, Yazid ;
Dauzere-Peres, Stephane .
COMPUTERS & OPERATIONS RESEARCH, 2008, 35 (08) :2599-2616
[6]   A rolling horizon job shop rescheduling strategy in the dynamic environment [J].
Fang, J ;
Xi, YG .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 1997, 13 (03) :227-232
[7]   Mathematical modeling and heuristic approaches to flexible job shop scheduling problems [J].
Fattahi, Parviz ;
Mehrabad, Mohammad Saidi ;
Jolai, Fariborz .
JOURNAL OF INTELLIGENT MANUFACTURING, 2007, 18 (03) :331-342
[8]  
Garey M. R., 1976, Mathematics of Operations Research, V1, P117, DOI 10.1287/moor.1.2.117
[9]  
Gen M., 1994, P 16 INT C COMP IND, P576
[10]  
Gen M, 2009, STUD COMPUT INTELL, V187, P183