• DocumentCode
    2443684
  • Title

    Emergent coordination for distributed information management

  • Author

    Lynden, Steven J. ; Rana, Omer F. ; Margetts, Steve ; Jones, Antonia J.

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Wales Cardiff, UK
  • Volume
    2
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    946
  • Abstract
    With an increase in the complexity of information systems, decentralised management techniques are becoming important. Such information systems will generally involve various computational and data nodes, managed by various organisations with differing policies and needs. Furthermore, in the absence of a centralised manager, co-ordination and interaction policies between such nodes become crucial. Aspects of co-ordination can range from data formats describing shared information to convergence time to a desired goal. Each entity within such a networked environment operates with incomplete knowledge about the state of others, and makes use of an asynchronous mode of operation. An overview of techniques for supporting coordination in such an environment is first provided, followed by a proposed technique that makes use of Q-learning and data sharing between a collection of nodes, each of which is modelled as a neural network. We propose a decentralised technique for managing a cluster of nodes, where emergence is used to converge towards a `useful´ result
  • Keywords
    DP management; convergence of numerical methods; distributed processing; information systems; learning (artificial intelligence); neural nets; Q-learning; asynchronous operation mode; computational nodes; convergence time; data nodes; data sharing; decentralised management techniques; distributed information management; emergent coordination; incomplete knowledge; information systems; interaction policies; networked environment; neural network; shared information; Aging; Collaborative work; Computer networks; Computer science; Convergence; Disaster management; Game theory; Information management; Management information systems; Neural networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2000. Proceedings of the 2000 Congress on
  • Conference_Location
    La Jolla, CA
  • Print_ISBN
    0-7803-6375-2
  • Type

    conf

  • DOI
    10.1109/CEC.2000.870745
  • Filename
    870745