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The impact of the COVID-19 on households’ hourly electricity consumption in Canada
The spread of the COVID-19 pandemic caused a tremendous impact on our societies, including changes in household energy consumption. Using measured electricity use data from 500 homes in Ottawa, Canada, this study applies changepoint analysis, descriptive statistics, k-means clustering, and the corre...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8797011/ https://www.ncbi.nlm.nih.gov/pubmed/35125633 http://dx.doi.org/10.1016/j.enbuild.2021.111280 |
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author | Abdeen, Ahmed Kharvari, Farzam O'Brien, William Gunay, Burak |
author_facet | Abdeen, Ahmed Kharvari, Farzam O'Brien, William Gunay, Burak |
author_sort | Abdeen, Ahmed |
collection | PubMed |
description | The spread of the COVID-19 pandemic caused a tremendous impact on our societies, including changes in household energy consumption. Using measured electricity use data from 500 homes in Ottawa, Canada, this study applies changepoint analysis, descriptive statistics, k-means clustering, and the corresponding change of electricity utility bills before and after COVID-19. Our analysis indicates that the average household daily electricity consumption increased by about 12% in 2020 relative to 2019, about one-third was due to warmer temperatures, with much of the rest due to the temperature-independent loads (e.g., lighting and appliances). Additionally, the highest five peak loads corresponding to post-COVID are significantly higher (15–20%) than peaks that occurred pre-COVID. The lockdown’s impact on household electricity use is not consistent, and there are noticeable differences among different months, seasons, and day types. Two clusters of household electricity use patterns emerged, with about one-third showing significant increases during the pandemic and the remainder showing only minor changes. On the other hand, in the summer, all customers’ electricity use profile patterns after the pandemic resemble the pattern before the pandemic. Yet, there is a significant increase (from 16.3 to 29.1%) in daily demand after COVID-19. Finally, the average increase in the utility bill post-COVID would be 9.71% if TOU rates were used instead of the flat rate that was implemented as a subsidy to consumers. |
format | Online Article Text |
id | pubmed-8797011 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87970112022-01-31 The impact of the COVID-19 on households’ hourly electricity consumption in Canada Abdeen, Ahmed Kharvari, Farzam O'Brien, William Gunay, Burak Energy Build Article The spread of the COVID-19 pandemic caused a tremendous impact on our societies, including changes in household energy consumption. Using measured electricity use data from 500 homes in Ottawa, Canada, this study applies changepoint analysis, descriptive statistics, k-means clustering, and the corresponding change of electricity utility bills before and after COVID-19. Our analysis indicates that the average household daily electricity consumption increased by about 12% in 2020 relative to 2019, about one-third was due to warmer temperatures, with much of the rest due to the temperature-independent loads (e.g., lighting and appliances). Additionally, the highest five peak loads corresponding to post-COVID are significantly higher (15–20%) than peaks that occurred pre-COVID. The lockdown’s impact on household electricity use is not consistent, and there are noticeable differences among different months, seasons, and day types. Two clusters of household electricity use patterns emerged, with about one-third showing significant increases during the pandemic and the remainder showing only minor changes. On the other hand, in the summer, all customers’ electricity use profile patterns after the pandemic resemble the pattern before the pandemic. Yet, there is a significant increase (from 16.3 to 29.1%) in daily demand after COVID-19. Finally, the average increase in the utility bill post-COVID would be 9.71% if TOU rates were used instead of the flat rate that was implemented as a subsidy to consumers. Elsevier B.V. 2021-11-01 2021-07-14 /pmc/articles/PMC8797011/ /pubmed/35125633 http://dx.doi.org/10.1016/j.enbuild.2021.111280 Text en © 2021 Elsevier B.V. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active. |
spellingShingle | Article Abdeen, Ahmed Kharvari, Farzam O'Brien, William Gunay, Burak The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title | The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title_full | The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title_fullStr | The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title_full_unstemmed | The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title_short | The impact of the COVID-19 on households’ hourly electricity consumption in Canada |
title_sort | impact of the covid-19 on households’ hourly electricity consumption in canada |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8797011/ https://www.ncbi.nlm.nih.gov/pubmed/35125633 http://dx.doi.org/10.1016/j.enbuild.2021.111280 |
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