Title :
SMART-ER: Peer-based privacy for smart metering
Author :
Finster, Soren ; Baumgart, Ingmar
Author_Institution :
Inst. of Telematics, Karlsruhe Inst. of Technol. (KIT), Karlsruhe, Germany
fDate :
April 27 2014-May 2 2014
Abstract :
Smart metering is an essential part of the future smart grid but causes privacy issues by collecting sensitive data from households with a high temporal resolution. Peer-based privacy mechanisms can solve this problem through privacy-aware aggregation. The SMART algorithm, originally proposed for wireless sensor networks, is a lightweight approach to this problem. In this paper, we propose to adapt the ideas of SMART for privacy-aware smart metering. However, our simulation results show, that accuracy suffers in the presence of communication errors especially in large networks. Therefore, we designed SMART-ER, an improved version of SMART. It utilizes dependency tracking and grouping to provide exact and robust smart metering even in the presence of communication errors. We show, that SMART-ER provides significantly more accurate results in typical churn scenarios.
Keywords :
metering; smart meters; smart power grids; wireless sensor networks; SMART algorithm; SMART-ER; communication errors; dependency tracking; lightweight approach; peer-based privacy mechanisms; privacy-aware aggregation; privacy-aware smart metering; smart grid; temporal resolution; wireless sensor networks; Algorithm design and analysis; Extrapolation; Peer-to-peer computing; Power demand; Privacy; Robustness; Smart meters;
Conference_Titel :
Computer Communications Workshops (INFOCOM WKSHPS), 2014 IEEE Conference on
Conference_Location :
Toronto, ON
DOI :
10.1109/INFCOMW.2014.6849308