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文章基本信息

  • 标题:Marvin: A Heuristic Search Planner with Online Macro-Action Learning
  • 作者:A. I. Coles ; A. J. Smith
  • 期刊名称:Journal of Artificial Intelligence Research
  • 印刷版ISSN:1076-9757
  • 出版年度:2007
  • 卷号:28
  • 页码:119-156
  • 出版社:American Association of Artificial
  • 摘要:This paper describes Marvin, a planner that competed in the Fourth International Planning Competition (IPC 4). Marvin uses action-sequence-memoisation techniques to generate macro-actions, which are then used during search for a solution plan. We provide an overview of its architecture and search behaviour, detailing the algorithms used. We also empirically demonstrate the effectiveness of its features in various planning domains; in particular, the effects on performance due to the use of macro-actions, the novel features of its search behaviour, and the native support of ADL and Derived Predicates.
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