Accountability in cyber-physical systems

Anupam Datta, S. Kar, B. Sinopoli, Sean Weerakkody
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引用次数: 9

Abstract

Our position is that a key component of securing cyber-physical systems (CPS) is to develop a theory of accountability that encompasses both control and computing systems. We envision that a unified theory of accountability in CPS can be built on a foundation of causal information flow analysis. This theory will support design and analysis of mechanisms at various stages of the accountability regime: attack detection, responsibility-assignment (e.g., attack identification or localization), and corrective measures (e.g., via resilient control) As an initial step in this direction, we summarize our results on attack detection in control systems. We use the Kullback-Liebler (KL) divergence as a causal information flow measure. We then recover, using information flow analyses, a set of existing results in the literature that were previously proved using different techniques. These results cover passive detection, stealthy attack characterization, and active detection. This research direction is related to recent work on accountability in computational systems [1], [2], [3], [4]. We envision that by casting accountability theories in computing and control systems in terms of causal information flow, we can provide a common foundation to develop a theory for CPS that compose elements from both domains.
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网络物理系统中的责任
我们的立场是,保护网络物理系统(CPS)的一个关键组成部分是发展一种涵盖控制和计算系统的责任理论。我们设想,在因果信息流分析的基础上,可以建立一个统一的CPS问责理论。该理论将支持在问责制制度的各个阶段的机制设计和分析:攻击检测,责任分配(例如,攻击识别或定位)和纠正措施(例如,通过弹性控制)作为这个方向的第一步,我们总结了我们在控制系统中攻击检测的结果。我们使用Kullback-Liebler (KL)散度作为因果信息流度量。然后,我们使用信息流分析,恢复先前使用不同技术证明的文献中的一组现有结果。这些结果包括被动检测、隐形攻击表征和主动检测。该研究方向与最近关于计算系统问责制的工作有关[1],[2],[3],[4]。我们设想,通过在计算和控制系统中使用因果信息流的问责理论,我们可以为开发包含两个领域元素的CPS理论提供一个共同的基础。
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