Title :
Distributed Privacy-Preserving Aggregation of Metering Data in Smart Grids
Author :
Rottondi, Cristina ; Verticale, Giacomo ; Krauss, Christopher
Abstract :
The widespread deployment of Automatic Metering Infrastructures in Smart Grid scenarios rises great concerns about privacy preservation of user-related data, from which detailed information about customer´s habits and behaviors can be deduced. Therefore, the users´ individual measurements should be aggregated before being provided to External Entities such as utilities, grid managers and third parties. This paper proposes a security architecture for distributed aggregation of additive data, in particular energy consumption metering data, relying on Gateways placed at the customers´ premises, which collect the data generated by local Meters and provide communication and cryptographic capabilities. The Gateways communicate with one another and with the External Entities by means of a public data network. We propose a secure communication protocol aimed at preventing Gateways and External Entities from inferring information about individual data, in which privacy-preserving aggregation is performed by means of a cryptographic homomorphic scheme. The routing of information flows can be centralized or it can be performed in a distributed fashion using a protocol inspired by Chord. We compare the performance of both approaches to the optimal solution minimizing the data aggregation delay.
Keywords :
automatic meter reading; cryptographic protocols; data privacy; internetworking; power engineering computing; smart power grids; telecommunication network routing; automatic metering infrastructures; cryptographic homomorphic scheme; data aggregation delay; distributed privacy preserving aggregation; energy consumption metering data; external entities; gateways; information flows; multiparty computation; public data network; routing; secure communication protocol; security architecture; smart grids; Data Privacy; Multiparty Computation; Smart Grid;
Journal_Title :
Selected Areas in Communications, IEEE Journal on
DOI :
10.1109/JSAC.2013.130716