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AIPS
1994

Control Knowledge to Improve Plan Quality

10 years 3 months ago
Control Knowledge to Improve Plan Quality
Generating production-quality plans is an essential element in transforming planners from research tools into real-world applications. However most of the work to date on learning planning control knowledgehas beenaimed at improving the efficiency of planning; this work has been termed "speed-up learning". This paper focuses on learning control knowledge to guide a planner towards better solutions, i.e. to improve the quality of the plans produced by the planner, as its problem solving experience increases. We motivate the use of quality-enhancing search control knowledge and its automated acquisition from problem solving experience. We introduce an implemented mechanism for learning such control knowledge and some of our preliminary results in a process planning domain.
M. Alicia Pérez, Jaime G. Carbonell
Added 02 Nov 2010
Updated 02 Nov 2010
Type Conference
Year 1994
Where AIPS
Authors M. Alicia Pérez, Jaime G. Carbonell
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