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  Contingent Planning via Heuristic Forward Search with Implicit Belief States

Hoffmann, J., & Brafman, R. (2005). Contingent Planning via Heuristic Forward Search with Implicit Belief States. In 15th International Conference on Automated Planning and Scheduling (pp. 71-80). Menlo Park, USA: AAAI.

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資料種別: 会議論文

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 作成者:
Hoffmann, Jörg1, 著者           
Brafman, Ronen, 著者
Biundo, Susanne, 編集者
Meyers, Karen, 編集者
Rajan, Kanna, 編集者
所属:
1Programming Logics, MPI for Informatics, Max Planck Society, ou_40045              

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 要旨: Contingent planning is the task of generating a conditional plan given uncertainty about the initial state and action effects, but with the ability to observe some aspects of the current world state. Contingent planning can be transformed into an And-Or search problem in belief space, the space whose elements are sets of possible worlds. In \cite{CFF}, we introduced a method for implicitly representing a belief state using a propositional formula that describes the sequence of actions leading to that state. This representation trades off space for time and was shown to be quite effective for conformant planning within a heuristic forward-search planner based on the \ff\ system. In this paper we apply the same architecture to contingent planning. The changes required to adapt the search space representation are small. More effort is required to adapt the relaxed planning problems whose solution informs the forward search algorithm. We propose the targeted use of an additional relaxation, mapping the relaxed {\em contingent} problem into a relaxed {\em conformant} problem. Experimental results show that the resulting planning system, \contff, is highly competitive with the state-of-the-art contingent planners \pond\ and \mbp.

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言語: eng - English
 日付: 2006-04-252005
 出版の状態: 出版
 ページ: -
 出版情報: Menlo Park, USA : AAAI
 目次: -
 査読: -
 識別子(DOI, ISBNなど): eDoc: 279080
その他: Local-ID: C1256104005ECAFC-4FD396134AD94B31C1256FA3005CB23E-HoffmannBrafman2005a
 学位: -

関連イベント

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イベント名: Untitled Event
開催地: Monterey, USA
開始日・終了日: 2005-06-05

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出版物 1

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出版物名: 15th International Conference on Automated Planning and Scheduling
種別: 会議論文集
 著者・編者:
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出版社, 出版地: Menlo Park, USA : AAAI
ページ: - 巻号: - 通巻号: - 開始・終了ページ: 71 - 80 識別子(ISBN, ISSN, DOIなど): ISBN: 1-57735-220-3