DocumentCode
1795605
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
fYear
2014
fDate
3-6 Nov. 2014
Firstpage
511
Lastpage
516
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Smart Grid Communications (SmartGridComm), 2014 IEEE International Conference on
Conference_Location
Venice
Type
conf
DOI
10.1109/SmartGridComm.2014.7007698
Filename
7007698
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