Title :
Optimal privacy-cost trade-off in demand-side management with storage
Author :
Tan, Onur ; Gunduz, Deniz ; Gomez Vilardebo, Jesus
Author_Institution :
Centre Tecnol. de Telecomunicacions de Catalunya (CTTC), Barcelona, Spain
fDate :
June 28 2015-July 1 2015
Abstract :
Demand-side energy storage management is studied from a joint privacy-energy cost optimization perspective. Assuming that the user´s power demand profile as well as the electricity prices are known non-causally, the optimal energy management (EM) policy that jointly increases the privacy of the user and reduces his energy cost is characterized. The backward water-filling interpretation is provided for the optimal EM policy. While the energy cost is reduced by requesting more energy when the prices are lower, energy consumption privacy is achieved by a smoother output load. It is shown that both gains can be achieved by using a limited size storage unit. The optimal trade-off between the user´s privacy and energy cost is characterized, and the impact of the size of the storage unit and the resolution of the smart meter readings on this trade-off is studied.
Keywords :
demand side management; energy storage; optimisation; smart meters; EM policy; backward water-filling interpretation; demand-side energy storage management; electricity prices; energy consumption privacy; energy cost; joint privacy-energy cost optimization; optimal energy management policy; optimal privacy-cost trade-off; power demand profile; smart meter readings; user privacy; Energy management; Energy resolution; Home appliances; Load modeling; Power demand; Privacy; Smart meters;
Conference_Titel :
Signal Processing Advances in Wireless Communications (SPAWC), 2015 IEEE 16th International Workshop on
Conference_Location :
Stockholm
DOI :
10.1109/SPAWC.2015.7227062