The UK-DALE dataset, domestic appliance-level electricity demand and whole-house demand from five UK homes

Scientific Data

Volumn 2, Issue , 2015, Pages

  Kelly, Jack ^a   Knottenbelt, William ^a  

^a IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84955260266     PISSN: None     EISSN: 20524463     Source Type: Journal    
DOI: 10.1038/sdata.2015.7     Document Type: Article

References (38)

1. Kempton, W., & Montgomery, L. Folk quantification of energy. Energy 7, 817-827 (1982
2. Socolow, R. H. The twin rivers program on energy conservation in housing: Highlights and conclusions. Energy and Buildings 1, 207-242 (1978
3. Winett, R. A., & Neale, M. S. Psychological framework for energy conservation in buildings: Strategies, outcomes, directions. Energy and Buildings 2, 101-116 (1979
4. Seryak, J., & Kissock, K. Occupancy and Behavioral Affects on Residential Energy Use. In Proceedings of the American Solar Energy Society Solar conference, Austin, Texas 717-722 (2003
5. DECC, UK Government. Smart Meters Programme Delivery Plan. www.gov.uk/government/publications/smart-meters-programme (2013
6. DECC, UK Government. Impact assessment for the smart meter rollout for the domestic sector (GB) http://bit.ly/1BONjsY (2011
7. Fischer, C. Feedback on household electricity consumption: a tool for saving energy? Energy Efficiency 1, 79-104 (2008
8. Hart, G. W. Nonintrusive appliance load monitoring. Proceedings of the IEEE 80, 1870-1891 (1992
9. Armel, K. C., Gupta, A., Shrimali, G., & Albert, A. Is disaggregation the holy grail of energy efficiency? The case of electricity. Energy Policy 52, 213-234 (2013
10. Kolter, Z., & Johnson, M. J. REDD: A Public Data Set for Energy Disaggregation Research. In Proceedings of the 1st KDD Workshop on Data Mining Applications in Sustainability (SustKDD) (2011
11. Anderson, K., et al. BLUED: A Fully Labeled Public Dataset for Event-Based Non-Intrusive Load Monitoring Research. In Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD) (2012
12. Barker, S., Mishra, A., Irwin, D., Cecchet, E., & Shenoy, P. Smart: An Open Data Set and Tools for Enabling Research in Sustainable Homes. In Proceedings of the 2nd KDD Workshop on Data Mining Applications in Sustainability (SustKDD) (2012
13. Pecan Street. DataPort https://dataport.pecanstreet.org (2014
14. Maasoumy, M., Sanandaji, B., Poolla, K., & Vincentelli, A. S. BERDS-BERkeley EneRgy Disaggregation Data Set. In Proceedings of the Workshop on Big Learning at the Conference on Neural Information Processing Systems (NIPS) (2013
15. Makonin, S., Popowich, F., Bartram, L., Gill, B., & Bajic, I. V. AMPds: A Public Dataset for Load Disaggregation and Eco-Feedback Research. In The Annual Electrical Power and Energy Conference (EPEC) (2013
16. Batra, N., Gulati, M., Singh, A., & Srivastava, M. B. It?s Different: Insights into home energy consumption in India. In Proceedings of the Fifth ACM Workshop on Embedded Sensing Systems for Energy-Efficiency in Buildings (BuildSys?13) (2013
17. Nipun, B., Parson, O., Berges, M., Singh, A., & Rogers, A A comparison of non-intrusive load monitoring methods for commercial and residential buildings http://arxiv.org/abs/1408.6595 (2014
18. Hebrail, G., & Berard, A Individual household electric power consumption Data Set http://bit.ly/1byLbr0 (2012
19. DEFRA, UK Government. Household Electricity Study (EV0702) http://bit.ly/MnIwGE (2012
20. Beckel, C., Kleiminger, W., Cicchetti, R., Staake, T., & Santini, S. The ECO Data Set and the Performance of Non-Intrusive Load Monitoring Algorithms. In Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings (2014
21. Pereira, L., Quintal, F., Gonçalves, R., & Nunes, N. J. SustData: A Public Dataset for ICT4S Electric Energy Research. In ICT for Sustainability 2014 (ICT4S-14) (2014
22. Monacchi, A., Egarter, D., Elmenreich, W., D?Alessandro, S., & Tonello, A. M. GREEND: An Energy Consumption Dataset of Households in Italy and Austria. In Proceedings of the 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm) (2014
23. DECC, UK Government. Smart Metering Equipment Technical Specifications: version 2. http://bit.ly/1401o61 (2012
24. EDF Energy. EcoManager Transmitter Plugs. http://shop.edfenergy.com/Item.aspx?id=540 (2011
25. EDF Energy. EcoManager. http://shop.edfenergy.com/Item.aspx?id=539 (2011
26. Boak, K., et al Nanode: Network Enabled Electronics. www.nanode.EU (2011
27. HopeRF. RFM12b. http://hoperf.com/rf/fsk-module/RFM12B.htm (2011
28. Dangerous Prototypes. Bus Pirate. http://dangerousprototypes.com/docs/Bus-Pirate (2010
29. Current Cost. Transmitter. http://currentcost.com/product-Transmitter.html (2010
30. OpenEnergyMonitor. emonTx. http://openenergymonitor.org/emon/emontx (2012
31. Wall, R Ideal Power 9 V AC-AC Adaptor. http://openenergymonitor.org/emon/buildingblocks/report-idealpower-9v-Acac-Adaptor (2013
32. OpenEnergyMonitor. Shop. http://shop.openenergymonitor.com/components (2012
33. SoX. SoX-Sound eXchange. http://sox.sourceforge.net (2012
34. Xiph.Org Foundation. FLAC: The Free Lossless Audio Codec http://xiph.org/flac (2012
35. ?Watts up? PRO? meter. http://wattsupmeters.com/secure/products.php?pn=0 (2012
36. Tridgell, A. Efficient Algorithms for Sorting and Synchronization. Ph.D. thesis from Canberra: Australian National University http://rsync.samba.org (1999
37. Kelly, J., & Knottenbelt, W. Metadata for Energy Disaggregation. In The 2nd IEEE International Workshop on Consumer Devices and Systems (CDS) (2014
38. Batra, N., et al. NILMTK: An Open Source Toolkit for Non-intrusive Load Monitoring. In The 5th International Conference on Future Energy Systems (ACM e-Energy) (2014