A hybrid multi-objective GA for simultaneous scheduling of machines and AGVs in FMS

被引:122
作者
Reddy, B. S. P. [1 ]
Rao, C. S. P. [1 ]
机构
[1] Natl Inst Technol, Dept Engn Mech, Mfg Simulat Lab, Warangal 506004, Andhra Pradesh, India
关键词
automated guided vehicle; evolutionary algorithms; multiobjective; non-dominated solutions; scheduling;
D O I
10.1007/s00170-005-0223-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A carefully designed and efficiently managed material handling system plays an important role in planning and operation of a flexible manufacturing system. Most of the researchers have addressed machine and vehicle scheduling as two independent problems and most of the research has been emphasized only on single objective optimization. Multiobjective problems in scheduling with conflicting objectives are more complex and combinatorial in nature and hardly have a unique solution. This paper addresses multiobjective scheduling problems in a flexible manufacturing environment using evolutionary algorithms. In this paper the authors made an attempt to consider simultaneously the machine and vehicle scheduling aspects in an FMS and addressed the combined problem for the minimization of makespan, mean flow time and mean tardiness objectives.
引用
收藏
页码:602 / 613
页数:12
相关论文
共 23 条
[1]  
Abdelmaguid TF, 2004, INT J PROD RES, V42, P267, DOI [10.1080/0020754032000123579, 10.1080/0020754031000123579]
[2]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[3]  
[Anonymous], 2001, SPEA2 IMPROVING STRE, DOI DOI 10.3929/ETHZ-A-004284029
[4]  
[Anonymous], INTERNATIONAL
[5]  
[Anonymous], 1999, P IEEE C EVOLUTIONAR, DOI DOI 10.1109/CEC.1999.781913
[6]  
[Anonymous], MULTIOBJECTIVE OPTIM
[7]   Integrated scheduling of material handling and manufacturing activities for just-in-time production of complex assemblies [J].
Anwar, MF ;
Nagi, R .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1998, 36 (03) :653-681
[8]  
Bagchi Tapan P., 1999, Multiobjective Scheduling by Genetic Algorithms
[9]  
Baker KR., 1974, Introduction to Sequencing and Scheduling
[10]   A time window approach to simultaneous scheduling of machines and material handling system in an FMS [J].
Bilge, U ;
Ulusoy, G .
OPERATIONS RESEARCH, 1995, 43 (06) :1058-1070