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Smart Meter Privacy With Renewable Energy and an Energy Storage Device

Author(s): Giaconi, Giulio; Gunduz, Deniz; Poor, H Vincent

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Abstract: A smart meter (SM) measures a consumer's electricity consumption and reports it automatically to a utility provider (UP) in almost real time. Despite many advantages of SMs, their use also leads to serious concerns about consumer privacy. In this paper, SM privacy is studied by considering the presence of a renewable energy source (RES) and a rechargeable battery (RB), which can be used to partially hide the consumer's energy consumption behavior. Privacy is measured by the information leakage rate, which denotes the average mutual information between the user's real energy consumption and the energy requested from the grid, which the SM reads and reports to the UP. The impact of the knowledge of the amount of energy generated by the RES at the UP is also considered. The minimum information leakage rate is characterized as a computable information theoretic single-letter expression in the two extreme cases, that is, when the battery capacity is infinite or zero. Numerical results are presented for the finite battery capacity case to illustrate the potential privacy gains from the existence of an RB. It is shown that, while the information leakage rate decreases with increasing availability of an RES, larger storage capacity is needed to fully exploit the available energy to improve the privacy.
Publication Date: 24-Aug-2017
Citation: Giaconi, Giulio, Gunduz, Deniz, Poor, H Vincent. (2018). Smart Meter Privacy With Renewable Energy and an Energy Storage Device. IEEE Transactions on Information Forensics and Security, 13 (1), 129 - 142. doi:10.1109/tifs.2017.2744601
DOI: doi:10.1109/tifs.2017.2744601
ISSN: 1556-6013
EISSN: 1556-6021
Pages: 129 - 142
Type of Material: Journal Article
Journal/Proceeding Title: IEEE Transactions on Information Forensics and Security
Version: Author's manuscript

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