使用可执行规范语言验证ROS NavFn规划器

IF 0.7 4区 数学 Q3 COMPUTER SCIENCE, THEORY & METHODS Journal of Logical and Algebraic Methods in Programming Pub Date : 2023-04-01 DOI:10.1016/j.jlamp.2023.100860
Enrique Martin-Martin , Manuel Montenegro , Adrián Riesco , Juan Rodríguez-Hortalá , Rubén Rubio
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引用次数: 0

摘要

机器人操作系统(ROS)是为多个领域的复杂机器人系统构建健壮软件的框架。导航堆栈在ROS中可用的不同库中脱颖而出,它提供了一组组件,可以重用这些组件来构建具有自主导航功能的机器人。这个库是一个至关重要的组成部分,因为导航失败可能会对安全至关重要的自动驾驶汽车等应用产生灾难性的后果。在这里,我们设计了一种通用的方法来验证这类复杂的系统,方法是用不同的可执行规范语言指定它们,并使用不同的测试技术来验证规范和原始系统之间的等价性。然后可以使用规范语言的验证工具,如模型检查、基于Hoare逻辑的半自动化功能验证,以及其他正式技术,间接地分析复杂的系统。本文使用Maude和Dafny作为规范语言,将这种验证方法应用于ROS导航堆栈的主要规划器组件NavFn规划器。我们已经正式证明了该规划算法的几个理想性质,如规划路径中没有障碍物。此外,我们还发现了其他问题的反例,如路径成本的最优性。
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Verification of the ROS NavFn planner using executable specification languages

The Robot Operating System (ROS) is a framework for building robust software for complex robot systems in several domains. The Navigation Stack stands out among the different libraries available in ROS, providing a set of components that can be reused to build robots with autonomous navigation capabilities. This library is a critical component, as navigation failures could have catastrophic consequences for applications like self-driving cars where safety is crucial.

Here we devise a general methodology for verifying this kind of complex systems by specifying them in different executable specification languages with verification support and validating the equivalence between the specifications and the original system using differential testing techniques. The complex system can then be indirectly analyzed using the verification tools of the specification languages like model checking, semi-automated functional verification based on Hoare logic, and other formal techniques. In this paper we apply this verification methodology to the NavFn planner, which is the main planner component of the Navigation Stack of ROS, using Maude and Dafny as specification languages. We have formally proved several desirable properties of this planner algorithm like the absence of obstacles in the planned path. Moreover, we have found counterexamples for other concerns like the optimality of the path cost.

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来源期刊
Journal of Logical and Algebraic Methods in Programming
Journal of Logical and Algebraic Methods in Programming COMPUTER SCIENCE, THEORY & METHODS-LOGIC
CiteScore
2.60
自引率
22.20%
发文量
48
期刊介绍: The Journal of Logical and Algebraic Methods in Programming is an international journal whose aim is to publish high quality, original research papers, survey and review articles, tutorial expositions, and historical studies in the areas of logical and algebraic methods and techniques for guaranteeing correctness and performability of programs and in general of computing systems. All aspects will be covered, especially theory and foundations, implementation issues, and applications involving novel ideas.
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