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Randomizing AMI configuration for proactive defense in smart grid

机译:随机化AMI配置在智能电网中进行主动防御

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Smart grids are capable of bi-directional communication between smart meters and headend systems. It is a core feature of smart grid provided by the underlying Advanced Metering Infrastructure (AMI). Due to the critical nature of AMI, threats have been targeted towards it and a need of tailored defense mechanism has been highlighted in the recent studies. Since limited number of protocols and applications are supported in the AMI, it exhibits a predictable and deterministic behavior. This predictability makes it easier for an attacker to learn the network behavior and launch an evasion attack by generating similar traffic. To combat this, we present a mutable AMI configuration technique for Proactive Defense. We randomize three different configuration parameters in order to make the AMI behavior unpredictable.While providing the randomization, the approach stays deterministic for the AMI devices like smart collector in order to detect any evasion attempts. We use real-world dataset comprising of approximately 2000 meters collected at an AMI of a leading utility provider for analysis. We also use smart grid testbed to show the effectiveness of our mutation technique.
机译:智能电网能够在智能电表和前端系统之间进行双向通信。它是由底层高级计量基础设施(AMI)提供的智能网格的核心特征。由于AMI的危急性质,威胁已经针对它,并且在最近的研究中突出了一定量身定制的防御机制。由于AMI支持有限数量的协议和应用程序,它表现出可预测和确定性的行为。这种可预测性使攻击者更容易学习网络行为并通过生成类似的流量来启动逃避攻击。为了解决这个问题,我们提出了一种用于主动防御的可变AMI配置技术。我们随机化三个不同的配置参数,以使AMI行为不可预测。当提供随机化时,该方法对于智能收集器等AMI设备来保持确定性,以便检测到任何逃避尝试。我们使用现实世界数据集,该数据集包括在领先的实用程序提供商的AMI处收集约2000米以进行分析。我们还使用智能电网测试平网,以显示突变技术的有效性。

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