• DocumentCode
    3198134
  • Title

    Intelligent scheduling agent for distributed decision-making

  • Author

    Lau, Rachel ; Favrel, Joel

  • Author_Institution
    Direction de Recherches, Schneider Electr., Nanterre, France
  • Volume
    4
  • fYear
    1996
  • fDate
    11-13 Dec 1996
  • Firstpage
    3849
  • Abstract
    FMS is often described as 3 interconnected systems; machine set, material handling system, and storage and retrieval system. These subsystems can be modeled as a distributed decision-making system. We define a scheduling agent as an intelligent entity that can decide the allocation of production resources over time. It performs reactive and predictive scheduling, independently and concurrently, in real-time. We adopt two general forms of learning; individual learning, and group learning. Defined behavior can be achieved by one of these forms of learning, or by an interaction of the two. The agent consists of three principle components: predictive scheduling and reactive behavior, involved in individual learning, and reactive behavior towards other agents, involved in group learning. 3 neural nets are constructed for these learning. The connection weights are the memory units of a neural network; their values represent the current state of knowledge of the network. Learning in a neural network describes the way in which connecting weights are updated to generate a desired effect
  • Keywords
    distributed decision making; flexible manufacturing systems; interconnected systems; learning systems; neural nets; production control; FMS; connection weights; distributed decision-making; group learning; individual learning; intelligent entity; intelligent scheduling agent; interconnected systems; neural nets; predictive scheduling; production resource allocation; reactive behavior; reactive scheduling; Distributed decision making; Flexible manufacturing systems; Intelligent agent; Interconnected systems; Learning systems; Machine intelligence; Material storage; Materials handling; Neural networks; Resource management;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 1996., Proceedings of the 35th IEEE Conference on
  • Conference_Location
    Kobe
  • ISSN
    0191-2216
  • Print_ISBN
    0-7803-3590-2
  • Type

    conf

  • DOI
    10.1109/CDC.1996.577260
  • Filename
    577260