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Complexity of Timeline-Based Planning

机译:基于时间轴的计划的复杂性

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Timeline-based planning is a paradigm that models temporal planning domains as sets of independent, but interacting, components. The behavior of the components can be described by means of a number of state variables whose evolution and interactions over time are governed by a set of temporal constraints. This paradigm is different from the one underlying the common action-based formalisms a la PDDL, where the focus is on what can be done by an executive agent. Although successfully used in many real-world applications, little work has been done on the expressiveness and complexity of the timeline-based formalism. The present paper provides a characterization of the complexity of nonflexible timeline-based planning, by proving that a general formulation of the problem is EXPSPACE-complete. Such a result extends a previous work where the same complexity bound was proved for a restricted fragment of timeline-based planning that was shown to be expressive enough to capture action-based temporal planning. In addition, we prove that requiring an upper bound to the solution horizon as part of the input decreases the complexity of the problem, that becomes NEXPTIME-complete.
机译:基于时间轴的规划是一个范式,它模拟时间计划域作为独立的集合,但交互组件。可以通过多个状态变量来描述组件的行为,其演进和相互作用随时间的演变和交互受到一组时间约束的管辖。该范例与基于普通的行动的形式主义的底层不同,即LA PDDL,在那里重点是执行代理人可以完成的。虽然在许多现实世界应用中成功使用,但在时间线的形式主义的表现力和复杂性方面取得了很少的工作。本文通过证明对该问题的一般制定是完整的,通过证明普遍配方是完整的,提供了基于非活性的时间线的复杂性的表征。这样的结果延伸了先前的工作,其中证明了与基于时间线的规划的限制片段证明了相同的复杂性绑定,其被证明是一种足以捕获基于动作的时间计划的表现力。此外,我们证明需要对解决方案地平线的上限作为输入的一部分降低了问题的复杂性,这成为内部完整。

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