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Distributed Privacy-Preserving Aggregation of Metering Data in Smart Grids

机译:智能电网中计量数据的分布式保护隐私的聚合

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The widespread deployment of Automatic Metering Infrastructures in Smart Grid scenarios rises great concerns about privacy preservation of user-related data, from which detailed information about customer's habits and behaviors can be deduced. Therefore, the users' individual measurements should be aggregated before being provided to External Entities such as utilities, grid managers and third parties. This paper proposes a security architecture for distributed aggregation of additive data, in particular energy consumption metering data, relying on Gateways placed at the customers' premises, which collect the data generated by local Meters and provide communication and cryptographic capabilities. The Gateways communicate with one another and with the External Entities by means of a public data network. We propose a secure communication protocol aimed at preventing Gateways and External Entities from inferring information about individual data, in which privacy-preserving aggregation is performed by means of a cryptographic homomorphic scheme. The routing of information flows can be centralized or it can be performed in a distributed fashion using a protocol inspired by Chord. We compare the performance of both approaches to the optimal solution minimizing the data aggregation delay.
机译:在智能电网场景中,自动计量基础设施的广泛部署引起了人们对与用户相关数据的隐私保护的极大关注,从中可以推断出有关客户习惯和行为的详细信息。因此,在将用户的个人度量提供给公用事业,网格管理器和第三方之类的外部实体之前,应进行汇总。本文提出了一种安全性体系结构,该体系结构依赖于放置在客户房屋中的网关来对附加数据(尤其是能耗计量数据)进行分布式聚合,该网关收集本地计量器生成的数据并提供通信和加密功能。网关之间通过公共数据网络相互通信,并与外部实体通信。我们提出了一种旨在防止网关和外部实体推断有关单个数据的信息的安全通信协议,其中通过密码同构方案执行隐私保护聚合。信息流的路由可以集中化,也可以使用Chord启发的协议以分布式方式执行。我们将两种方法的性能与最佳解决方案进行比较,以使数据聚合延迟最小。

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