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The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes
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, humi...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8163809/ https://www.ncbi.nlm.nih.gov/pubmed/34050194 http://dx.doi.org/10.1038/s41597-021-00921-y |
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author | Pullinger, Martin Kilgour, Jonathan Goddard, Nigel Berliner, Niklas Webb, Lynda Dzikovska, Myroslava Lovell, Heather Mann, Janek Sutton, Charles Webb, Janette Zhong, Mingjun |
author_facet | Pullinger, Martin Kilgour, Jonathan Goddard, Nigel Berliner, Niklas Webb, Lynda Dzikovska, Myroslava Lovell, Heather Mann, Janek Sutton, Charles Webb, Janette Zhong, Mingjun |
author_sort | Pullinger, Martin |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8163809 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-81638092021-06-10 The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes Pullinger, Martin Kilgour, Jonathan Goddard, Nigel Berliner, Niklas Webb, Lynda Dzikovska, Myroslava Lovell, Heather Mann, Janek Sutton, Charles Webb, Janette Zhong, Mingjun Sci Data Data Descriptor 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. Nature Publishing Group UK 2021-05-28 /pmc/articles/PMC8163809/ /pubmed/34050194 http://dx.doi.org/10.1038/s41597-021-00921-y Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) applies to the metadata files associated with this article. |
spellingShingle | Data Descriptor Pullinger, Martin Kilgour, Jonathan Goddard, Nigel Berliner, Niklas Webb, Lynda Dzikovska, Myroslava Lovell, Heather Mann, Janek Sutton, Charles Webb, Janette Zhong, Mingjun The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title | The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title_full | The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title_fullStr | The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title_full_unstemmed | The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title_short | The IDEAL household energy dataset, electricity, gas, contextual sensor data and survey data for 255 UK homes |
title_sort | ideal household energy dataset, electricity, gas, contextual sensor data and survey data for 255 uk homes |
topic | Data Descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8163809/ https://www.ncbi.nlm.nih.gov/pubmed/34050194 http://dx.doi.org/10.1038/s41597-021-00921-y |
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