Title :
GREEND: An energy consumption dataset of households in Italy and Austria
Author :
Monacchi, Andrea ; Egarter, Dominik ; Elmenreich, Wilfried ; D´Alessandro, Salvatore ; Tonello, Andrea M.
Author_Institution :
Inst. of Networked & Embedded Syst., Alpen-Adria-Univ. Klagenfurt, Klagenfurt, Austria
Abstract :
Home energy management systems can be used to monitor and optimize consumption and local production from renewable energy. To assess solutions before their deployment, researchers and designers of those systems demand for energy consumption datasets. In this paper, we present the GREEND dataset, containing detailed power usage information obtained through a measurement campaign in households in Austria and Italy. We provide a description of consumption scenarios and discuss design choices for the sensing infrastructure. Finally, we benchmark the dataset with state-of-the-art techniques in load disaggregation, occupancy detection and appliance usage mining.
Keywords :
domestic appliances; energy consumption; load management; power measurement; renewable energy sources; Austria; GREEND dataset; Italy; appliance usage mining; home energy management systems; households energy consumption dataset; load disaggregation; renewable energy; Energy consumption; Floors; Green products; Hidden Markov models; Home appliances; Monitoring; TV;
Conference_Titel :
Smart Grid Communications (SmartGridComm), 2014 IEEE International Conference on
Conference_Location :
Venice
DOI :
10.1109/SmartGridComm.2014.7007698