Research output per year
Research output per year
Description
The REFIT Electrical Load Measurements dataset includes raw electrical consumption data in Watts for 20 households at aggregate and appliance level, timestamped and sampled at 8 second intervals. This dataset is intended to be used for research into energy conservation and advanced energy services, ranging from non-intrusive appliance load monitoring, demand response measures, tailored energy and retrofit advice, appliance usage analysis, consumption and time-use statistics and smart home/building automation. Please refer to the linked paper below for more details.
When using this dataset please cite the following paper in Scientific Data, http://dx.doi.org/10.1038/sdata.2016.122
This work has been carried out as part of the REFIT project (`Personalised Retrofit Decision Support Tools for UK Homes using Smart Home Technology', Grant Reference EP/K002368/1/1). REFIT is a consortium of three universities - Loughborough, Strathclyde and East Anglia - and ten industry stakeholders funded by the Engineering and Physical Sciences Research Council (EPSRC) under the Transforming Energy Demand in Buildings through Digital Innovation (BuildTEDDI) funding programme.
A cleaned data version of this dataset (deposited 16/06/2016) is also available from the Data Sets link below.
When using this dataset please cite the following paper in Scientific Data, http://dx.doi.org/10.1038/sdata.2016.122
This work has been carried out as part of the REFIT project (`Personalised Retrofit Decision Support Tools for UK Homes using Smart Home Technology', Grant Reference EP/K002368/1/1). REFIT is a consortium of three universities - Loughborough, Strathclyde and East Anglia - and ten industry stakeholders funded by the Engineering and Physical Sciences Research Council (EPSRC) under the Transforming Energy Demand in Buildings through Digital Innovation (BuildTEDDI) funding programme.
A cleaned data version of this dataset (deposited 16/06/2016) is also available from the Data Sets link below.
| Date made available | 2015 |
|---|---|
| Publisher | University of Strathclyde |
| Temporal coverage | Oct 2013 - Jun 2015 |
| Date of data production | 18 Sept 2015 |
| Geographical coverage | United Kingdom, Loughborough |
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A weakly supervised active learning framework for non-intrusive load monitoring
Tanoni, G., Sobot, T., Principi, E., Stankovic, V., Stankovic, L. & Squartini, S., 18 Oct 2024, In: Integrated Computer-Aided Engineering. 32, 1, p. 37-54 18 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Knowledge distillation for scalable non-intrusive load monitoring
Tanoni, G., Stankovic, L., Stankovic, V., Squartini, S. & Principi, E., 1 Mar 2024, In: IEEE Transactions on Industrial Informatics. 20, 3, p. 4710-4721 12 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Citations (Scopus)81 Downloads (Pure) -
Improving event-based non-intrusive load monitoring using graph signal processing
Zhao, B., He, K., Stankovic, L. & Stankovic, V., 20 Sept 2018, (E-pub ahead of print) In: IEEE Access. p. 1-15 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile97 Citations (Scopus)318 Downloads (Pure)
Projects
- 2 Finished
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Smart Building Energy Management System (BEMS)
Stankovic, L. (Principal Investigator)
EPSRC (Engineering and Physical Sciences Research Council)
1/06/13 → 30/09/15
Project: Research - Internally Allocated
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REFIT: Personalised Retrofit Decision Support Tools For Uk Homes Using Smart Home Technology
Stankovic, V. (Principal Investigator) & Stankovic, L. (Co-investigator)
EPSRC (Engineering and Physical Sciences Research Council)
19/06/12 → 18/12/15
Project: Research
Datasets
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Annotated load anomalies from the REFIT Dataset
Rashid, H. (Creator), Stankovic, V. (Contributor), Stankovic, L. (Editor) & Singh, P. (Supervisor), University of Strathclyde, 6 Feb 2019
DOI: 10.15129/9729a2a0-11ce-4cce-b0d0-144c483fcb33, https://2019.ieeeicassp.org/
Dataset
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REFIT: Electrical Load Measurements (Cleaned)
Murray, D. (Creator) & Stankovic, L. (Supervisor), Zenodo, 1 Mar 2023
Dataset
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REFIT: Electrical Load Measurements (Cleaned)
Murray, D. (Creator), Stankovic, L. (Supervisor) & Stankovic, V. (Supervisor), University of Strathclyde, 16 Jun 2016
DOI: 10.15129/9ab14b0e-19ac-4279-938f-27f643078cec, http://www.refitsmarthomes.org and 3 more links, http://www.epsrc.ac.uk, http://reshare.ukdataservice.ac.uk/852366/, http://reshare.ukdataservice.ac.uk/852367/ (show fewer)
Dataset
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21st century standards and labelling programmes
Stankovic, L. (Invited speaker)
16 Dec 2015Activity: Participating in or organising an event types › Participation in workshop, seminar, course
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Domestic Energy Feedback Research focusing on Functionality and Uses of Smart Metering
Stankovic, L. (Contributor)
3 Feb 2015Activity: Talk or presentation types › Invited talk
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Department of Energy and Climate Change (External organisation)
Stankovic, L. (Advisor)
26 Jan 2015Activity: Membership types › Membership of council