The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes.
Journal
Scientific data
ISSN: 2052-4463
Titre abrégé: Sci Data
Pays: England
ID NLM: 101640192
Informations de publication
Date de publication:
28 05 2021
28 05 2021
Historique:
received:
26
11
2020
accepted:
16
04
2021
entrez:
29
5
2021
pubmed:
30
5
2021
medline:
30
5
2021
Statut:
epublish
Résumé
The IDEAL household energy dataset described here comprises electricity, gas and contextual data from 255 UK homes over a 23-month period ending in June 2018, with a mean participation duration of 286 days. Sensors gathered 1-second electricity data, pulse-level gas data, 12-second temperature, humidity and light data for each room, and 12-second temperature data from boiler pipes for central heating and hot water. 39 homes also included plug-level monitoring of selected electrical appliances, real-power measurement of mains electricity and key sub-circuits, and more detailed temperature monitoring of gas- and heat-using equipment, including radiators and taps. Survey data included occupant demographics, values, attitudes and self-reported energy awareness, household income, energy tariffs, and building, room and appliance characteristics. Linked secondary data comprises weather and level of urbanisation. The data is provided in comma-separated format with a custom-built API to facilitate usage, and has been cleaned and documented. The data has a wide range of applications, including investigating energy demand patterns and drivers, modelling building performance, and undertaking Non-Intrusive Load Monitoring research.
Identifiants
pubmed: 34050194
doi: 10.1038/s41597-021-00921-y
pii: 10.1038/s41597-021-00921-y
pmc: PMC8163809
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
146Subventions
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/K002732/1
Organisme : RCUK | Engineering and Physical Sciences Research Council (EPSRC)
ID : EP/M008223/1
Références
Sci Data. 2015 Mar 31;2:150007
pubmed: 25984347
Sci Data. 2017 Jan 05;4:160122
pubmed: 28055033