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Privacy-cost Trade-off in a Smart Meter System with a Renewable Energy Source and a Rechargeable Battery

机译:具有可再生能源和可再充电电池的智能电表系统中的隐私性价比

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We study the privacy-cost trade-off in a smart meter (SM) system with a renewable energy source (RES) and a finite-capacity rechargeable battery (RB). Privacy is measured by the mutual information rate between the energy demand and the energy received from the grid, where the latter also determines the cost, and hence, reported by the SM to the utility provider (UP). We consider a renewable energy generation process that fully charges the RB at random time instants, and its realization is assumed to be known also by the UP. We reformulate the problem as a Markov decision process (MDP), and solve it by dynamic programming (DP) to design battery charging and discharging policies that minimize a linear combination of the privacy leakage and energy cost. We also propose a lower bound and two alternative low-complexity energy management policies, one of which is shown numerically to perform close to the MDP solution.
机译:我们在具有可再生能源(RES)和有限容量可充电电池(RB)的智能仪表(SM)系统中研究隐私成本折衷。隐私是通过从电网接收的能量需求和能量之间的相互信息速率来衡量的,后者也决定了SM向公用事业提供者(UP)报告的成本。我们考虑一种可再生能源生成过程,可以在随机时间瞬间充分对RB充电,并假设其实现也通过UP。我们将问题重构为Markov决策过程(MDP),并通过动态编程(DP)来解决电池充电和放电策略,最小化隐私泄漏和能源成本的线性组合。我们还提出了一个下限和两种替代的低复杂性能量管理政策,其中一个是数值表现出的,以便接近MDP解决方案。

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