A Specification-based State Replication Approach for Digital Twins

Matthias Eckhart, Andreas Ekelhart
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引用次数: 58

Abstract

Digital twins play a key role in realizing the vision of a smart factory. While this concept is often associated with maintenance, optimization, and simulation, digital twins can also be leveraged to enhance the security and safety of cyber-physical systems (CPSs). In particular, digital twins can run in parallel to a CPS, allowing to perform a security and safety analysis during operation without the risk of disrupting live systems. However, replicating states of physical devices within a CPS in functionally equivalent virtual replicas, so that they precisely mirror the internal behavior of their counterparts, is an open research topic. In this paper, we propose a novel state replication approach that first identifies stimuli based on the system's specification and then replicates them in a virtual environment. We believe that replicating states of CPSs is a prerequisite for a multitude of security and safety enhancing features that can be implemented on the basis of digital twins. To demonstrate the feasibility of the specification-based state replication approach, we provide a prototypical implementation and evaluate it in an experimental CPS test bed. The results of this paper show that attacks against CPSs can be successfully detected by leveraging the proposed state replication approach.
基于规范的数字孪生状态复制方法
数字孪生体在实现智能工厂愿景方面发挥着关键作用。虽然这个概念通常与维护、优化和模拟相关联,但数字孪生也可以用来增强网络物理系统(cps)的安全性。特别是,数字孪生可以与CPS并行运行,允许在运行期间执行安全和安全分析,而不会有中断运行系统的风险。然而,在功能等效的虚拟副本中复制CPS内物理设备的状态,以便它们精确地反映其对应对象的内部行为,是一个开放的研究课题。在本文中,我们提出了一种新的状态复制方法,该方法首先根据系统的规格识别刺激,然后在虚拟环境中复制它们。我们认为,复制cps的状态是在数字孪生的基础上实现大量安全性和安全性增强功能的先决条件。为了证明基于规范的状态复制方法的可行性,我们提供了一个原型实现,并在实验CPS测试台上对其进行了评估。本文的结果表明,利用所提出的状态复制方法可以成功检测针对cps的攻击。
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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