微分动态逻辑中如何不证明故障控制器的安全性

Yuvaraj Selvaraj, Jonas Krook, Wolfgang Ahrendt, Martin Fabian
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引用次数: 3

摘要

网络物理系统通常对安全至关重要,它们的正确性至关重要,就像自动驾驶一样。使用形式化的数学方法是保证正确性的一种方法。尽管这些方法已经显示出它们的有用性,但必须小心,因为建模错误可能导致证明故障控制器是安全的,这在实践中可能是灾难性的。本文讨论了微分动态逻辑中两种这样的建模误差。差分动态逻辑是一种用于混合系统的形式化规范和验证语言,混合系统是网络物理系统的数学模型。主要的贡献是证明在满足条件时,这两个建模错误不会导致故障控制器被证明是安全的。通过一个实际的自动驾驶安全控制器的例子说明了这些问题,并表明所制定的条件对故障控制器和正确控制器都有预期的效果。本文还说明了所建立的条件如何帮助找到一个环不变量候选项来证明具有反馈环的混合系统的性质。使用交互定理证明器KeYmaera X对结果进行了证明。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On How to Not Prove Faulty Controllers Safe in Differential Dynamic Logic
Cyber-physical systems are often safety-critical and their correctness is crucial, as in the case of automated driving. Using formal mathematical methods is one way to guarantee correctness. Though these methods have shown their usefulness, care must be taken as modeling errors might result in proving a faulty controller safe, which is potentially catastrophic in practice. This paper deals with two such modeling errors in differential dynamic logic. Differential dynamic logic is a formal specification and verification language for hybrid systems, which are mathematical models of cyber-physical systems. The main contribution is to prove conditions that when fulfilled, these two modeling errors cannot cause a faulty controller to be proven safe. The problems are illustrated with a real world example of a safety controller for automated driving, and it is shown that the formulated conditions have the intended effect both for a faulty and a correct controller. It is also shown how the formulated conditions aid in finding a loop invariant candidate to prove properties of hybrid systems with feedback loops. The results are proven using the interactive theorem prover KeYmaera X.
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