DocumentCode
2162054
Title
Smart meter privacy using a rechargeable battery: Minimizing the rate of information leakage
Author
Varodayan, David ; Khisti, Ashish
fYear
2011
fDate
22-27 May 2011
Firstpage
1932
Lastpage
1935
Abstract
A rechargeable battery may be used to partially protect the privacy of information contained in a household´s electrical load profile. We represent the system as a finite state model to make tractable the computation of the rate of information leakage. Specifically, we use a trellis algorithm to estimate the mutual information rate between the battery´s input and output loads. We show that stochastic battery policies can leak 26% less information than a so-called best-effort algorithm (that holds the output load constant whenever possible). We finally describe the extension of the technique to more realistic models of the battery system.
Keywords
data privacy; meters; secondary cells; battery system; finite state model; household electrical load profile; information leakage; mutual information estimation; rechargeable battery; smart meter privacy; stochastic battery policy; trellis algorithm; Batteries; Computational modeling; Home appliances; Load modeling; Privacy; Smart grids; Stochastic processes; batteries; data privacy; energy storage; information security; smart grids;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946886
Filename
5946886
Link To Document