利用组合方法建模和验证自动出租车系统

A. Pinto, Anthony Corso, E. Schmerling
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引用次数: 0

摘要

我们将一种组合形式化建模和验证方法应用于自主飞机滑行系统。我们提供了对建模方法的见解,并确定了需要进一步开发的几个研究领域。具体来说,我们确定了以下需求:(1)用不同规范语言表达的视点组合的语义,以及推断异构声明性模型的工具;(2)用于自治系统的形式化模型库,以加快建模速度并实现高效推理;(3)将自动推理工具生成的验证结果提升到规范水平的方法;(4)概率契约框架,对不完美的实现进行推理;(5)自治系统的标准高层功能架构;(6)高阶契约理论。我们认为,解决这些研究需求,除其他外,可以改善自主系统设计中正式方法的采用,包括学习型系统,并增加对其安全运行的信心。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Leveraging Compositional Methods for Modeling and Verification of an Autonomous Taxi System
We apply a compositional formal modeling and verification method to an autonomous aircraft taxi system. We provide insights into the modeling approach and we identify several research areas where further development is needed. Specifically, we identify the following needs: (1) semantics of composition of viewpoints expressed in different specification languages, and tools to reason about heterogeneous declarative models; (2) libraries of formal models for autonomous systems to speed up modeling and enable efficient reasoning; (3) methods to lift verification results generated by automated reasoning tools to the specification level; (4) probabilistic contract frameworks to reason about imperfect implementations; (5) standard high-level functional architectures for autonomous systems; and (6) a theory of higher-order contracts. We believe that addressing these research needs, among others, could improve the adoption of formal methods in the design of autonomous systems including learning-enabled systems, and increase confidence in their safe operations.
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