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Temporally-Expressive Planning as Constraint Satisfaction Problems

机译:作为约束满足问题的时间表现力规划

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Due to its important practical applications, temporal planning is of great research interest in artificial intelligence. Yet most of the work in this area so far is limited in at least two ways: it only considers temporally simple domains and it has restricted decision epochs as the potential happening time of actions. Because of these simplifying assumptions, existing temporal planners are in fact not complete. In this paper, we focus on these limitations, and propose an alternative view of temporal planning by investigating a new declarative semantics of PDDL. We then show a natural encoding of this semantics in a constraint programming setting. It turns out that this encoding unifies planning and scheduling, and captures most of the temporal expressiveness of PDDL. The resulting CSP-based temporal planner can solve more general planning problems than the current state-of-the-art.
机译:由于其重要的实际应用,时间规划对人工智能的研究兴趣。然而,这方面的大部分工作到目前为止,至少有两种方式:它只考虑时间上简单的域,并且它将局部判定为潜在的行为发生时间。由于这些简化假设,现有的时间规划者实际上不完整。在本文中,我们专注于这些限制,并提出了通过调查PDDL的新的声明语义来替代的时间规划观点。然后,我们在约束编程设置中显示了本语义的自然编码。事实证明,这种编码统一规划和调度,并捕获了PDDL的大多数时间表现力。得到的基于CSP的时间计划者可以解决比当前最先进的规划问题更多。

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