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Deductive Planning with Inductive Loops

机译:带电感循环的演绎规划

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摘要

Agents plan to achieve and maintain goals. Maintenance that requires continuous action excludes the representation of plans as finite sequences of actions. If there is no upper bound on the number of actions, a simple list of actions would be infinitely long. Instead, a compact representation requires some form of looping construct. We look at a specific temporally extended maintenance goal, multiple target video surveillance, and formalize it in Temporal Action Logic. The logic's representation of time as the natural numbers suggests using mathematical induction to deductively plan to satisfy temporally extended goals. Such planning makes use of a sound and useful, but incomplete, induction rule that compactly represents the solution as a recursive fixpoint formula. Two heuristic rules overcome the problem of identifying a sufficiently strong induction hypothesis and enable an automated solution to the surveillance problem that satisfies the goal indefinitely.
机译:代理人计划实现和维持目标。需要持续行动的维护不包括计划作为有限序列的计划。如果没有动作数量的上限,那么简单的行动列表将无限漫长。相反,紧凑的表示需要某种形式的循环构建体。我们查看特定的时间延长维护目标,多个目标视频监控,并在时间动作逻辑中正式化。逻辑作为自然数量的时间的表示表明,使用数学归纳来减少计划满足时间延长目标。这种规划利用了声音和有用,但不完整的诱导规则,紧凑地代表了作为递归固定点公式的解决方案。两个启发式规则克服了识别足够强烈的诱导假设的问题,使自动化解决方案能够无限地满足目标的监测问题。

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