Information Theoretic Privacy for Smart Meters

被引：0

作者：

Guenduez, Deniz ^{[1
]}

Gomez-Vilardebo, Jesus ^{[2
]}

Tan, Onur ^{[2
]}

Poor, H. Vincent ^{[3
]}

机构：

[1] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, London, England

[2] CTTC, Barcelona, Spain

[3] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA

来源：

2013 INFORMATION THEORY AND APPLICATIONS WORKSHOP (ITA) | 2013年

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Smart meters (SMs) measure and report energy consumption of individual users to the utility provider at short intervals on the order of minutes. While SM data is used to increase the efficiency in electricity distribution, it also conveys sensitive private data on the energy consumption behaviour of individual customers. In this work, privacy in a smart metering system is studied from an information theoretic perspective in the presence of alternative energy sources and storage units. An alternative energy source provides increased privacy by diversifying the energy source, and the storage device filters the real energy consumption to reduce the leaked data. Connections between this problem and rate-distortion theory is established, and both theoretical and numerical results are presented.

引用

页数：7

共 18 条

[1]

[Anonymous], P IEEE INT S INF THE

[2] Simulation-based computation of information rates for channels with memory [J].

Arnold, Dieter M. ;

Loeliger, Hans-Andrea ;

Vontobel, Pascal I. ;

Kavcic, Aleksandar ;

Zeng, Wei .

IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (08) :3498-3508

[3]

Bohli JM, 2010, 2010 IEEE INT C COMM, DOI 10.1109/ICCW.2010.5503916

[4]

Cover T.M., 2006, ELEMENTS INFORM THEO, V2nd ed

[5]

Gomez-Vilardebo J., PRIVACY SMART METER

[6]

Gunduz D., 2013, P IEEE INT IN PRESS

[7] NONINTRUSIVE APPLIANCE LOAD MONITORING [J].

HART, GW .

PROCEEDINGS OF THE IEEE, 1992, 80 (12) :1870-1891

[8]

Kalogridis G., 2011, P IEEE INT C DAT MIN

[9]

Kalogridis G., 2010, P IEEE INT C SMART G

[10] ElecPrivacy: Evaluating the Privacy Protection of Electricity Management Algorithms [J].

Kalogridis, Georgios ;

Cepeda, Rafael ;

Denic, Stojan Z. ;

Lewis, Tim ;

Efthymiou, Costas .

IEEE TRANSACTIONS ON SMART GRID, 2011, 2 (04) :750-758

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