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Resilience and Performance Analysis for State Estimation against Integrity Attacks

机译:针对完整性攻击的状态估计的弹性和性能分析

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Abstract: We consider the problem of resilient dynamical state estimation in the presence of integrity attacks. We conduct resilience and performance analysis for a convex optimization based estimator. The employed approach for analyzing resilience of an estimator is novel and generic for a wide class of estimators and thus can achieve greater generality, as long as an estimator can be decomposed into a convex optimization based form. We show sufficient and necessary conditions for resilience with a trivial gap. The tradeoff between minimum mean square error (MMSE) optimality and resilience is well investigated. Due to the constructive proof of the main results using the force analogy, we present an upper bound on the damage an attacker can cause when the sufficient condition is satisfied. Simulation results are also given to validate the resilience and performance analysis.
机译:摘要:我们考虑存在完整性攻击时弹性动态状态估计的问题。我们针对基于凸优化的估计量进行弹性和性能分析。用于分析估计器的弹性的所采用的方法对于广泛的估计器类别是新颖且通用的,因此只要估计器可以分解为基于凸优化的形式,就可以实现更大的通用性。我们展示了足够的必要条件来实现弹性,并且差距很小。最小均方误差(MMSE)最优性和弹性之间的权衡得到了很好的研究。由于使用力类比得出的主要结果的建设性证明,我们提出了满足充分条件时攻击者可能造成的损害的上限。还给出了仿真结果,以验证弹性和性能分析。

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