Utilizing Problem Structure in Planning

Utilizing Problem Structure in Planning

  • Jörg Hoffmann
Publisher:SpringerISBN 13: 9783540396079ISBN 10: 3540396071

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Know about the book -

Utilizing Problem Structure in Planning is written by Jörg Hoffmann and published by Springer. It's available with International Standard Book Number or ISBN identification 3540396071 (ISBN 10) and 9783540396079 (ISBN 13).

Planning is a crucial skill for any autonomous agent, be it a physically embedded agent, such as a robot, or a purely simulated software agent. For this reason, planning, as a central research area of artificial intelligence from its beginnings, has gained even more attention and importance recently. After giving a general introduction to AI planning, the book describes and carefully evaluates the algorithmic techniques used in fast-forward planning systems (FF), demonstrating their excellent performance in many wellknown benchmark domains. In advance, an original and detailed investigation identifies the main patterns of structure which cause the performance of FF, categorizing planning domains in a taxonomy of different classes with respect to their aptitude for being solved by heuristic approaches, such as FF. As shown, the majority of the planning benchmark domains lie in classes which are easy to solve.