智能电网假设检验中的隐私问题

Zuxing Li, T. Oechtering
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引用次数: 22

摘要

本文研究了智能电网中的隐私信息泄露问题。隐私风险被认为是由未经授权的二元假设测试引起的,该测试基于能源供应商的智能电表读数。另一种能源供应是由替代能源生产的。配备储能装置的控制器对能量流入进行管理,以满足消费者的能源需求。我们研究了在未经授权的假设检验中使最小类型II错误概率的渐近指数衰减率最小的最优能量控制策略,以抑制隐私风险。我们的研究表明,对于最优控制策略,来自能源提供者的能源供应的基数不大于2。这一结果暗示了最优能量控制策略的一个简单目标。当攻击者可以获得额外的侧信息时,将最优控制策略和隐私风险与仅向攻击者泄露智能电表读数的情况进行比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Privacy on hypothesis testing in smart grids
In this paper, we study the problem of privacy information leakage in a smart grid. The privacy risk is assumed to be caused by an unauthorized binary hypothesis testing of the consumer's behaviour based on the smart meter readings of energy supplies from the energy provider. Another energy supplies are produced by an alternative energy source. A controller equipped with an energy storage device manages the energy inflows to satisfy the energy demand of the consumer. We study the optimal energy control strategy which minimizes the asymptotic exponential decay rate of the minimum Type II error probability in the unauthorized hypothesis testing to suppress the privacy risk. Our study shows that the cardinality of the energy supplies from the energy provider for the optimal control strategy is no more than two. This result implies a simple objective of the optimal energy control strategy. When additional side information is available for the adversary, the optimal control strategy and privacy risk are compared with the case of leaking smart meter readings to the adversary only.
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