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Conformance Testing as Falsification for Cyber-Physical Systems

机译:一致性测试作为网络物理系统的证伪

摘要

In Model-Based Design of Cyber-Physical Systems (CPS), it is often desirableto develop several models of varying fidelity. Models of different fidelitylevels can enable mathematical analysis of the model, control synthesis, fastersimulation etc. Furthermore, when (automatically or manually) transitioningfrom a model to its implementation on an actual computational platform, thenagain two different versions of the same system are being developed. In allprevious cases, it is necessary to define a rigorous notion of conformancebetween different models and between models and their implementations. Thispaper argues that conformance should be a measure of distance between systems.Albeit a range of theoretical distance notions exists, a way to compute suchdistances for industrial size systems and models has not been proposed yet.This paper addresses exactly this problem. A universal notion of conformance ascloseness between systems is rigorously defined, and evidence is presented thatthis implies a number of other application-dependent conformance notions. Analgorithm for detecting that two systems are not conformant is then proposed,which uses existing proven tools. A method is also proposed to measure thedegree of conformance between two systems. The results are demonstrated on arange of models.
机译:在基于网络的物理系统的基于模型的设计(CPS)中,经常希望开发出多个保真度不同的模型。不同保真度级别的模型可以实现模型的数学分析,控制综合,更快的仿真等。此外,当(自动或手动)从模型过渡到其在实际计算平台上的实现时,将再次开发同一系统的两个不同版本。在所有以前的情况下,有必要在不同模型之间以及模型及其实现之间定义严格的一致性概念。本文认为一致性应该是系统之间距离的度量标准。尽管存在一定范围的理论距离概念,但仍未提出用于计算工业规模系统和模型的此类距离的方法。严格定义了系统之间的一致性一致性的通用概念,并提供了证据表明这暗示了许多其他依赖于应用程序的一致性概念。提出了一种检测两个系统不一致的算法,该算法使用了现有的成熟工具。还提出了一种测量两个系统之间一致性程度的方法。结果在各种模型上得到证明。

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