Privacy-friendly appliance load scheduling in smart grids

C. Rottondi, G. Verticale
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引用次数: 20

Abstract

The massive integration of renewable energy sources into the power grid ecosystem with the aim of reducing carbon emissions must cope with their intrinsically intermittent and unpredictable nature. Therefore, the grid must improve its capability of controlling the energy demand by adapting the power consumption curve to match the trend of green energy generation. This could be done by scheduling the activities of deferrable electrical appliances. However, communicating the users' needs about the usage of the electrical appliances leaks sensitive information about habits and lifestyles of the customers, thus arising privacy concerns. This paper proposes a privacy-preserving framework to allow the coordination of energy consumption without compromising the privacy of the users: the service requests generated by the domestic appliances are diveded in crypto-shares using Shamir Secret Sharing scheme and collected through an anonymous routing protocol based on Crowds by a set of schedulers, which schedule the requests operating directly on the shares. We discuss the security guarantees provided by our proposed infrastructure and evaluate its performance, comparing it with the optimal scheduling obtained through an Integer Linear Programming formulation.
智能电网中隐私友好型设备负载调度
以减少碳排放为目标,将可再生能源大规模整合到电网生态系统中,必须应对其本质上的间歇性和不可预测性。因此,电网必须通过调整能耗曲线来适应绿色发电的趋势,从而提高电网对能源需求的控制能力。这可以通过安排可延迟电器的活动来实现。然而,传达用户对电器使用的需求会泄露用户习惯和生活方式的敏感信息,从而引起隐私问题。本文提出了一种隐私保护框架,允许在不损害用户隐私的情况下协调能源消耗:使用Shamir秘密共享方案将家用电器产生的服务请求划分为加密共享,并由一组调度程序通过基于crowd的匿名路由协议收集,该调度程序调度直接在共享上操作的请求。我们讨论了所提出的基础结构所提供的安全保证,并评估了其性能,将其与通过整数线性规划公式得到的最优调度进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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