• DocumentCode
    2293014
  • Title

    A constraint programming approach for production scheduling of multi-period virtual cellular manufacturing systems

  • Author

    Mak, Kai-Ling ; Ma, Jun ; Su, Wei

  • Author_Institution
    Dept. of Ind. & Manuf. Syst. Eng., Univ. of Hong Kong, Hong Kong, China
  • Volume
    8
  • fYear
    2010
  • fDate
    10-12 Aug. 2010
  • Firstpage
    4440
  • Lastpage
    4444
  • Abstract
    Virtual cellular manufacturing systems (VCMSs) have drawn significant attention in recent years because traditional cellular manufacturing systems (CMSs) are inadequate in a highly dynamic manufacturing environment. In this paper, a new mathematical model is presented to formulate the production schedules of virtual cellular manufacturing systems in a multi-period planning horizon, where the product mix and demand are different but deterministic in each period. The model takes backlog of jobs into consideration and aims to minimize the total manufacturing cost over the entire planning horizon. A constraint programming (CP) approach is developed to solve this difficult scheduling problem effectively by depicting it as an associate constraint network where nodes and arcs represent the operations of the jobs and their associations respectively. An innovative backmarking propagation technique is proposed to search for a set of feasible production sequences. Some effective heuristics are also developed to facilitate the formation of complete schedule solutions. Results of extensive experiments on a set of randomly generated test problems show that the constraint programming approach outperforms the genetic algorithm in terms of both solution quality and computational time.
  • Keywords
    cellular manufacturing; constraint handling; genetic algorithms; production planning; scheduling; virtual manufacturing; constraint network; constraint programming approach; genetic algorithm; innovative backmarking propagation technique; mathematical model; multiperiod planning horizon; multiperiod virtual cellular manufacturing systems; production scheduling; production sequences; Cellular manufacturing; Mathematical model; Programming; Schedules; Virtual manufacturing; backmarking; constraint programming; virtual cellular manufacturing systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Computation (ICNC), 2010 Sixth International Conference on
  • Conference_Location
    Yantai, Shandong
  • Print_ISBN
    978-1-4244-5958-2
  • Type

    conf

  • DOI
    10.1109/ICNC.2010.5583494
  • Filename
    5583494