Planning as Model Checking Tasks

Yi Li, Jing Sun, J. Dong, Yang Liu, Jun Sun
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引用次数: 4

Abstract

Model checking provides a way to automatically verify hardware and software systems, whereas the goal of planning is to produce a sequence of actions that leads from the initial state to the desired goal states. Recently research indicates that there is a strong connection between model checking and planning problem solving. In this paper, we investigate the feasibility of using different model checking tools and techniques for solving classic planning problems. To achieve this, we carried out a number of experiments on different planning domains in order to compare the performance and capabilities of various tools. Our experimental results indicate that the performance of some model checkers is comparable to that of state-of-theart planners for certain categories of problems. In particular, a new planning module with specifically designed searching algorithm is implemented on top of the established model checking framework, Process Analysis Toolkit (PAT), to serve as a planning solution provider for upper layer applications. A case study on a public transportation management system has been developed to demonstrate the idea of using the PAT model checker as a planning service.
规划为模型检查任务
模型检查提供了一种自动验证硬件和软件系统的方法,而计划的目标是产生一系列从初始状态到期望目标状态的操作。最近的研究表明,在模型检查和规划问题解决之间有很强的联系。在本文中,我们探讨了使用不同的模型检查工具和技术来解决经典规划问题的可行性。为了实现这一点,我们在不同的规划领域进行了大量的实验,以便比较各种工具的性能和能力。我们的实验结果表明,对于某些类别的问题,一些模型检查器的性能可以与最先进的计划器相媲美。特别地,在已建立的模型检查框架——过程分析工具包(PAT)之上,实现了一个新的规划模块,该模块具有专门设计的搜索算法,作为上层应用程序的规划解决方案提供者。一个关于公共交通管理系统的案例研究,展示了使用PAT模型检查器作为规划服务的想法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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