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Compiling Uncertainty Away in Non-Deterministic Conformant Planning

机译:在非确定性符合规划中编制不确定性

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It has been shown recently that deterministic conformant planning problems can be translated into classical problems that can be solved by off-the-shelf classical planners. In this work, we aim to extend this formulation to non-deterministic conformant planning. We start with the well known observation that non-deterministic effects can be eliminated by using hidden conditions that must be introduced afresh each time a non-deterministic action is applied. This observation, however, leads to translations that have to be recomputed as the search for plans proceeds. We then introduce other translations, that while incomplete, appear to be quite effective and result in classical planning problems that need to be solved only once. A number of experimental results over existing and new domains are reported.
机译:最近已经表明,确定性符合规划问题可以转化为可以通过现成的古典规划者解决的经典问题。在这项工作中,我们的目标是将这种配方扩展到非确定性符合规划。我们从众所周知的观察开始,即通过使用每次应用非确定性动作必须重新引入的隐藏条件,可以消除非确定性效果。然而,这种观察导致转换必须重新计算,因为寻找计划的搜索。然后,我们介绍其他翻译,而不完整,似乎非常有效,导致只需要解决的经典计划问题。报告了对现有和新域的许多实验结果。

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