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Hyperheuristics: A Tool for Rapid Prototyping in Scheduling and Optimisation
Author(s) -
Peter Cowling,
Graham Kendall,
Eric Soubeiga
Publication year - 2002
Publication title -
lecture notes in computer science
Language(s) - English
Resource type - Book series
SCImago Journal Rank - 0.249
H-Index - 400
eISSN - 1611-3349
pISSN - 0302-9743
ISBN - 3-540-43432-1
DOI - 10.1007/3-540-46004-7_1
Subject(s) - heuristics , computer science , scheduling (production processes) , rapid prototyping , heuristic , job shop scheduling , software , academic institution , operations research , mathematical optimization , artificial intelligence , programming language , operating system , engineering , mathematics , mechanical engineering , schedule , library science
The term hyperheuristic was introduced by the authors as a high-level heuristic that adaptively controls several low-level knowledgepoor heuristics so that while using only cheap, easy-to-implement low-level heuristics, we may achieve solution quality approaching that of an expensive knowledge-rich approach. For certain classes of problems, this allows us to rapidly produce effective solutions, in a fraction of the time needed for other approaches, and using a level of expertise common among non-academic IT professionals. Hyperheuristics have been successfully applied by the authors to a real-world problem of personnel scheduling. In this paper, the authors report another successful application of hyperheuristics to a rather different real-world problem of personnel scheduling occuring at a UK academic institution. Not only did the hyperheuristics produce results of a quality much superior to that of a manual solution but also these results were produced within a period of only three weeks due to the savings resulting from using the existing hyperheuristic software framework.

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