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Private Data Aggregation with Groups for Smart Grids in a Dynamic Setting using CRT

机译:使用CRT的动态设置中的智能网格的私有数据聚合

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Computing the total consumption within a neighbourhood or of a single households in smart grids is important for billing and statistical analysis. Fine granular data used for this purpose, unfortunately, leaks too much privacy sensitive information on the inhabitants and thus raise serious concerns. In this paper, we propose a cryptographic protocol that protects the privacy sensitive measurements while it enables the utility provider to obtain the desired statistical information. Our protocols improves the state-of-the-art in three dimensions. Firstly, from a single execution of the protocol, the utility provider can obtain the total consumption of the whole neighbourhood as well as smaller groups that are created based on their features, e.g. schools, hospitals, etc. Secondly, to the best our knowledge, our protocol is the first one that cope with missing measurements without invoking other protocols or relying on third parties. Thirdly, our protocol relies on simple primitives that can be implemented efficiently even on limited devices, particularly on smart meters. We achieve our goal of having a simple, efficient protocol that is suitable for groups in a dynamic setting by combining the Chinese Remainder Theorem with modified homomorphic encryption. The simplicity and the capabilities of our protocol make it very promising to be deployed in practice as shown in the analysis.
机译:计算邻域内或智能电网的单个家庭的总消耗对于结算和统计分析很重要。为此目的使用的细粒度数据不幸的是,对居民的隐私敏感信息泄漏了太多,从而提高了严重的问题。在本文中,我们提出了一种加密协议,该协议保护隐私敏感测量,同时使实用程序提供者能够获得所需的统计信息。我们的协议在三维中提高了最先进的。首先,来自协议的单次执行,该实用程序提供者可以得到整个街区的总消耗量以及该基于它们的功能,例如创建更小的组学校,医院等。其次,据我们所知,我们的协议是第一个应对缺少测量,而不必调用其他协议或依靠第三方。第三,我们的协议依赖于即使在有限的设备上有效地实施的简单原语,特别是在智能仪表上。我们实现了具有简单,高效的协议的目标,该协议适用于动态设置中的组,通过将中国剩余的定理与修改的同性恋加密组合。我们协议的简单性和功能使其非常有希望在实践中部署,如分析所示。

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