Cover image for Intelligent techniques for planning
Intelligent techniques for planning
Title:
Intelligent techniques for planning
Author:
Vlahavas, Ioannis.
ISBN:
9781591404521
Publication Information:
Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2005.
Physical Description:
electronic texts (xii, 364 p. : ill.) : digital files.
Contents:
I. Declarative planning and knowledge representation in an action language / Thomas Eiter, Wolfgang Faber, Gerald Pfeifer, Axel Polleres -- II. A framework for hybrid and analogical planning / Max Garagnani -- III. Machine learning for adaptive planning / Dimitris Vrakas, Grigorios Tsoumakas, Nick Bassiliakes, Ioannis Vlahavas -- IV. Plan optimization by plan rewriting / José Ambite, Craig Knoblock, Steven Minton -- V. Continuous planning for virtual environments / Nikos Avradinis, Themis Panayiotopoulos -- VI. Coordination in multi-agent planning with an application in logistics / Jeroen Valk, Mathijs de Weerdt, Cees Witteveen -- VII. AI planning and intelligent agents / Catherine Marinagi, Themis Panayiotopoulos, Constantine Spyropoulos -- VIII. Planning with concurrency, time and resources / Amedeo Cesta, Simone Fratini, Angelo Oddi -- IX. Efficiently dispatching plans encoded as simple temporal problems / Martha Pollack, Ioannis Tsamardinos -- X. Constraint satisfaction for planning and scheduling / Roman Bartak.
Abstract:
This book presents a number of modern approaches to the area of automated planning. These approaches combine methods from classical planning such as the construction of graphs and the use of domain-independent heuristics with techniques from other areas of artificial intelligence. The book presents, in detail, a number of state-of-the-art planning systems that utilize constraint satisfaction techniques in order to deal with time and resources, machine learning in order to utilize experience drawn from past runs, methods from knowledge systems for more expressive representation of knowledge and ideas from other areas such as intelligent agents. Apart from the thorough analysis and implementation details, each chapter of the book also provides extensive background information about its subject and presents and comments similar approaches done in the past.
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