• DocumentCode
    1540104
  • Title

    Hierarchical case-based reasoning integrating case-based and decompositional problem-solving techniques for plant-control software design

  • Author

    Smyth, Barry ; Keane, Mark T. ; Cunningham, Pádraig

  • Author_Institution
    Dept. of Comput. Sci., Univ. Coll. Dublin, Ireland
  • Volume
    13
  • Issue
    5
  • fYear
    2001
  • Firstpage
    793
  • Lastpage
    812
  • Abstract
    Case based reasoning (CBR) is an artificial intelligence technique that emphasises the role of past experience during future problem solving. New problems are solved by retrieving and adapting the solutions to similar problems, solutions that have been stored and indexed for future reuse as cases in a case-base. The power of CBR is severely curtailed if problem solving is limited to the retrieval and adaptation of a single case, so most CBR systems dealing with complex problem solving tasks have to use multiple cases. The paper describes and evaluates the technique of hierarchical case based reasoning, which allows complex problems to be solved by reusing multiple cases at various levels of abstraction. The technique is described in the context of Deja Vu, a CBR system aimed at automating plant-control software design
  • Keywords
    automatic programming; case-based reasoning; industrial control; problem solving; CBR; Deja Vu; automated software design; case based organization; complex problem solving tasks; decompositional problem-solving techniques; future problem solving; hierarchical case based reasoning; hierarchical problem solving; multiple case reuse; past experience; plant-control software design automation; Artificial intelligence; Computer Society; Concrete; Probes; Problem-solving; Software design;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/69.956101
  • Filename
    956101