A Formal Account of Planning with Flexible Timelines

M. C. Mayer, Andrea Orlandini, A. Umbrico
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引用次数: 19

Abstract

Planning for real world problems with explicit temporal constraints is a challenging problem. Among several approaches, the use of flexible timelines in Planning and Scheduling (P&S) has demonstrated to be successful in a number of concrete applications, such as, for instance, autonomous space systems. A flexible timeline describes an envelope of possible solutions which can be exploited by an executive system for robust on-line execution. A remarkable research effort has been dedicated to design, build and deploy software environments, like EUROPA, ASPEN, and APSI-TRF, for the synthesis of timeline-based P&S applications. Several attempts have also been made to characterize the concept of timelines. Nevertheless, a formal characterization of flexible timelines and plans is still missing. This paper presents a formal account of flexible timelines aiming at providing a general semantics for related planning concepts such as domains, goals, problems, constraints and flexible plans. Some basic properties of the defined concepts are also stated and proved. A simple running example inspired by a real world planning domain is exploited to illustrate the proposed formal notions. Finally, a planning tool, called Extensible Planning and Scheduling Library (EPSL), is briefly presented, which is able to generate flexible plans that are compliant with the given semantics.
灵活时间表计划的正式说明
为具有显式时间约束的现实世界问题进行规划是一个具有挑战性的问题。在几种方法中,在规划和调度(P&S)中使用灵活的时间表已被证明在许多具体应用中是成功的,例如,自主空间系统。灵活的时间轴描述了一个可能的解决方案的包络,执行系统可以利用这些解决方案来实现健壮的在线执行。一项引人注目的研究工作致力于设计、构建和部署软件环境,如EUROPA、ASPEN和api - trf,用于综合基于时间轴的P&S应用程序。还进行了几次尝试来描述时间表的概念。然而,对灵活时间表和计划的正式描述仍然缺失。本文提出了一种灵活时间表的正式描述,旨在为相关规划概念(如领域、目标、问题、约束和灵活计划)提供一般语义。给出并证明了所定义概念的一些基本性质。本文利用一个受现实世界规划领域启发的简单运行示例来说明所提出的形式化概念。最后,简要介绍了一个规划工具,称为可扩展规划和调度库(EPSL),它能够生成符合给定语义的灵活计划。
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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