Title :
Smart meter privacy in the presence of an alternative energy source
Author :
Gunduz, Deniz ; Gomez-Vilardebo, Jesus
Author_Institution :
Dept. of Electr. Eng., Imperial Coll. London, London, UK
Abstract :
A smart-meter (SM) measures and reports the energy consumption of a user at frequent time intervals, revealing critical private information about user´s energy consumption behavior. In this paper, privacy in a SM system is studied in the presence of an alternative energy source (AES). The privacy-power function is introduced to study the trade-off between the achievable information theoretic privacy and the average power that can be provided by the AES. A single-letter information theoretic expression is provided for the privacy-power function, and its correspondence with the rate-distortion function is established. It is shown that the output alphabet can be restricted to be equal to the input alphabet without loss of optimality, which simplifies the numerical analysis significantly. Some numerical results are provided for various input alphabets and distributions.
Keywords :
consumer behaviour; data privacy; energy consumption; power engineering computing; rate distortion theory; smart meters; AES; SM system; alternative energy source; energy consumption measurement; information theoretic privacy; numerical analysis; privacy power function; rate distortion function; smart meter privacy; user energy consumption behavior; Convex functions; Energy consumption; Energy management; Home appliances; Privacy; Probability density function; Yttrium;
Conference_Titel :
Communications (ICC), 2013 IEEE International Conference on
Conference_Location :
Budapest
DOI :
10.1109/ICC.2013.6654823