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A Planner Fully Based on Linear Time Logic

机译:完全基于线性时间逻辑的计划器

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摘要

This work aims at verifying the effective possibility of using Linear Time Logic (LTL) as a planning language. The main advantage of such a rich and expressive language is the possibility of encoding problem specific information, that can be of help both in reducing the search space and finding a better plan. To this purpose, we have implemented a planning system, PADOK (Planning with Domain Knowledge), where the whole planning domain is modelled in LTL and planning is reduced to model search. We briefly describe the components of problem specifications accepted by PADOK, that may include knowledge about the domain and control knowledge, in a declarative format. Some experiments are then reported, comparing the performances of PADOK with some well established existing planners (IPP, BLACKBOX and STAN) on some sample problems. In most cases, our system is guided by additional knowledge that cannot be stated in the languages accepted by the other planners. In general, when the complexity of the problem instances increases, the behaviour of PADOK improves, with respect to the other planners, and it can solve problem instances that other systems cannot.
机译:这项工作旨在验证使用线性时间逻辑(LTL)作为计划语言的有效可能性。这种丰富而富有表现力的语言的主要优点是可以对特定于问题的信息进行编码,这既可以帮助减少搜索空间,又可以找到更好的计划。为此,我们已经实施了一个计划系统PADOK(具有领域知识的计划),其中整个计划领域均以LTL建模,而计划则简化为模型搜索。我们以声明的形式简要描述了PADOK接受的问题规范的组成部分,其中可能包括有关领域的知识和控制知识。然后报告了一些实验,将PADOK与一些完善的现有规划器(IPP,BLACKBOX和STAN)的性能在一些样本问题上进行了比较。在大多数情况下,我们的系统由无法以其他计划者接受的语言陈述的其他知识指导。通常,当问题实例的复杂性增加时,相对于其他计划者,PADOK的行为将得到改善,并且它可以解决其他系统无法解决的问题实例。

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