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Randomizing AMI configuration for proactive defense in smart grid

机译:随机化AMI配置以实现智能电网中的主动防御

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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。它是基础高级计量基础架构(AMI)提供的智能电网的核心功能。由于AMI的关键性质,针对它的威胁已成为目标,并且在最近的研究中强调了定制防御机制的需求。由于AMI支持有限数量的协议和应用程序,因此它表现出可预测的确定性行为。这种可预测性使攻击者更容易了解网络行为并通过生成类似流量来发起逃避攻击。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。为了使AMI行为不可预测,我们对三个不同的配置参数进行了随机化。我们使用由领先的公用事业提供商的AMI收集的大约2000米的真实数据集进行分析。我们还使用智能电网测试平台来展示我们的突变技术的有效性。

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