Real-time control and scheduling of flexible manufacturing systems: An ordinal optimisation based approach

被引:19
|
作者
Peng, C
Chen, FF [1 ]
机构
[1] Univ Toledo, Dept Mech Ind & Mfg Engn, Flexible Mfg Syst Lab, Toledo, OH 43606 USA
[2] Caterpillar Inc, CGN & Associate, Peoria, IL 61629 USA
关键词
coloured Petri net; flexible manufacturing system; ordinal optimisation; scheduling and control; standard clock;
D O I
10.1007/BF01438229
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 unique real-time control and scheduling framework for flexible manufacturing systems (FMS) is presented in this paper. The framework enables the adoption of different scheduling policies for short-term intervals when responding to the dynamic changes of the FMS shop floor status. Each time when rescheduling is called for, standard clock (SC) :simulation is first employed to evaluate the performance of a set of scheduling policies for a short planning horizon. The ordinal optimisation concept is then used to choose quickly the most desirable scheduling policy. Owing to the use of the standard clock technique and the ordinal optimisation concept, this framework accomplishes a dramatic reduction in the time needed for decision making, the essential requirement for realtime control. It is also found that as the scale of the problem increases, the decision-making time increases linearly rather than exponentially. These two important features indicate that this framework has the potential for being successfully implemented in real FMS settings. Although the framework cannot always guarantee the global "best" performance, the case study indicates that satisfactory performance results are always achieved by using this framework.
引用
收藏
页码:775 / 786
页数:12
相关论文
共 50 条
  • [21] Joint production and transportation scheduling in flexible manufacturing systems
    Fontes, Dalila B. M. M.
    Homayouni, Seyed Mahdi
    JOURNAL OF GLOBAL OPTIMIZATION, 2019, 74 (04) : 879 - 908
  • [22] Joint production and transportation scheduling in flexible manufacturing systems
    Dalila B. M. M. Fontes
    Seyed Mahdi Homayouni
    Journal of Global Optimization, 2019, 74 : 879 - 908
  • [23] On multistage approach for flexible routing in flexible manufacturing systems
    Abu Qudeiri, Jaber E.
    Umer, Usama
    Abidi, Mustufa H.
    Al-Ahmari, Abdulrahman M.
    Abu Khadra, Fayiz
    ADVANCES IN MECHANICAL ENGINEERING, 2016, 8 (07): : 1 - 11
  • [24] A simulation-based multi-objective optimisation approach in flexible manufacturing system planning
    Apornak A.
    Raissi S.
    Javadi M.
    Ahmadizadeh-Tourzani N.
    Kazem A.
    International Journal of Industrial and Systems Engineering, 2018, 29 (04) : 494 - 506
  • [25] Scheduling optimization of flexible manufacturing system using cuckoo search-based approach
    Shashikant Burnwal
    Sankha Deb
    The International Journal of Advanced Manufacturing Technology, 2013, 64 : 951 - 959
  • [26] Agent-based dynamic integrated process planning and scheduling in flexible manufacturing systems
    Nejad, Hossein Tehrani Nik
    Sugimura, Nobuhiro
    Iwamura, Koji
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2011, 49 (05) : 1373 - 1389
  • [27] A Multi-Fidelity Model Approach for Simultaneous Scheduling of Machines and Vehicles in Flexible Manufacturing Systems
    Lin, James T.
    Chiu, Chun-Chih
    Huang, Edward
    Chen, Hung-Ming
    ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2018, 35 (01)
  • [28] Scheduling optimization of flexible manufacturing system using cuckoo search-based approach
    Burnwal, Shashikant
    Deb, Sankha
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2013, 64 (5-8) : 951 - 959
  • [29] Dynamic scheduling of flexible manufacturing system using heuristic approach
    Kumar M.V.
    Murthy A.N.N.
    Chandrasekhara K.
    OPSEARCH, 2011, 48 (1) : 1 - 19
  • [30] VEHICLE SCHEDULING IN 2-CYCLE FLEXIBLE MANUFACTURING SYSTEMS
    BLAZEWICZ, J
    BURKHARD, RE
    FINKE, G
    WOEGINGER, GJ
    MATHEMATICAL AND COMPUTER MODELLING, 1994, 20 (02) : 19 - 31