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Information-Theoretic Privacy for Smart Metering Systems with a Rechargeable Battery

机译:智能计量系统的信息理论隐私   可充电电池

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摘要

Smart-metering systems report electricity usage of a user to the utilityprovider on almost real-time basis. This could leak private information aboutthe user to the utility provider. In this work we investigate the use of arechargeable battery in order to provide privacy to the user. We assume thatthe user load sequence is a first-order Markov process, the battery satisfiesideal charge conservation, and that privacy is measured using normalized mutualinformation (leakage rate) between the user load and the battery output. Weconsider battery charging policies in this setup that satisfy the feasibilityconstraints. We propose a series reductions on the original problem andultimately recast it as a Markov Decision Process (MDP) that can be solvedusing a dynamic program. In the special case of i.i.d. demand, we explicitlycharacterize the optimal policy and show that the associated leakage rate canbe expressed as a single-letter mutual information expression. In this case weshow that the optimal charging policy admits an intuitive interpretation ofpreserving a certain invariance property of the state. Interestingly analternative proof of optimality can be provided that does not rely on the MDPapproach, but is based on purely information theoretic reductions.
机译:智能电表系统几乎实时地向公用事业提供商报告用户的用电量。这可能会将有关用户的私人信息泄露给公用事业提供商。在这项工作中,我们研究了可充电电池的使用,以便为用户提供隐私。我们假设用户负载序列是一阶马尔可夫过程,满足了电池的电荷守恒要求,并且使用用户负载和电池输出之间的归一化互信息(泄漏率)来衡量隐私。我们在此设置中考虑满足可行性约束的电池充电策略。我们提出了对原始问题的一系列简化,最终将其重铸为可以使用动态程序解决的马尔可夫决策过程(MDP)。在i.d.的特殊情况下需求,我们明确地描述了最优策略,并表明相关的泄漏率可以表示为单字母互信息表达。在这种情况下,我们表明最优收费策略允许对保留状态的某些不变性的直观解释。有趣的是,可以提供不依赖于MDP方法而是基于纯粹的信息理论约简的最优性的另类证明。

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