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
Link To Document