A genetic algorithm for scheduling flexible manufacturing systems

被引:49
作者
Jawahar, N
Aravindan, P
Ponnambalam, SG
机构
[1] PSG Coll Technol, Dept Mech Engn, Coimbatore 641004, Tamil Nadu, India
[2] Thiagarajar Coll Engn, Dept Mech Engn, Madurai, Tamil Nadu, India
[3] Reg Engn Coll, Tiruchirappalli, India
关键词
flexible manufacturing systems; genetic algorithm; scheduling;
D O I
10.1007/BF01301703
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
General job shop scheduling and rescheduling with alternative route choices for an FMS environment is addressed in this paper. A genetic algorithm is proposed to derive an optimal combination of priority dispatching rules "pdrs" (independent pdrs one each for one Work Cell "WC"), to resolve the conflict among the contending jobs in the Giffler and Thompson "GT" procedure. The performance is compared with regard to makespan criteria and computational time. The optimal WCwise-pdr is proved to be efficient in providing optimal solutions in a reasonable computational time. Also, the proposed GA based heuristic method is extended to revise schedules on the arrival of new jobs, and on the failure of equipment to address the dynamic operation mode of flexible manufacturing systems. An iterative search technique is proposed to find the best route choice for all operations to provide a feasible and optimal solution. The applicability and usefulness of the proposed methodology for the operation and control of FMS in real-time are illustrated with examples. The scope of the genetic search process and future research directions are discussed.
引用
收藏
页码:588 / 607
页数:20
相关论文
共 23 条
[11]  
KIM MH, 1994, J MANUF SYST, V13, P85, DOI 10.1016/0278-6125(94)90024-8
[12]  
KOPFER H, 1987, P 1 INT C OP QUANT M, V2, P498
[13]  
LI DC, 1994, INT J PROD RES, V32, P2187
[14]  
Masters T., 1993, PRACTICAL NEURAL NET
[15]   A REVIEW OF JOB SHOP SCHEDULING [J].
MELLOR, P .
OPERATIONAL RESEARCH QUARTERLY, 1966, 17 (02) :161-&
[16]  
MICHALEWCIZ Z, 1992, GENETIC ALGORITHMS P
[18]   JOB SHOP SCHEDULING WITH ALTERNATIVE MACHINES [J].
NASR, N ;
ELSAYED, EA .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1990, 28 (09) :1595-1609
[19]  
SCHULTZ J, 1997, P 1 INT C OP QUANT M, V2, P505
[20]   Scheduling in flowshop and cellular manufacturing systems with multiple objectives - A genetic algorithmic approach [J].
Sridhar, J ;
Rajendran, C .
PRODUCTION PLANNING & CONTROL, 1996, 7 (04) :374-382