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2002 | OriginalPaper | Buchkapitel

Hyperheuristics: A Tool for Rapid Prototyping in Scheduling and Optimisation

verfasst von : Peter Cowling, Graham Kendall, Eric Soubeiga

Erschienen in: Applications of Evolutionary Computing

Verlag: Springer Berlin Heidelberg

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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.

Metadaten
Titel
Hyperheuristics: A Tool for Rapid Prototyping in Scheduling and Optimisation
verfasst von
Peter Cowling
Graham Kendall
Eric Soubeiga
Copyright-Jahr
2002
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/3-540-46004-7_1

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