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An evaluation of the impact of COVID-19 lockdowns on electricity demand
The COVID-19 pandemic has given rise to significant changes in electricity demand around the world. Although these changes differ from region to region, countries that have implemented stringent lockdown measures to curtail the spread of the virus have experienced the greatest alterations in demand....
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier B.V.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9678837/ http://dx.doi.org/10.1016/j.epsr.2022.109015 |
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author | Wu, Jinran Levi, Noa Araujo, Robyn Wang, You-Gan |
author_facet | Wu, Jinran Levi, Noa Araujo, Robyn Wang, You-Gan |
author_sort | Wu, Jinran |
collection | PubMed |
description | The COVID-19 pandemic has given rise to significant changes in electricity demand around the world. Although these changes differ from region to region, countries that have implemented stringent lockdown measures to curtail the spread of the virus have experienced the greatest alterations in demand. Within Australia, the state of Victoria has been subject to the largest number of days in hard lockdown during the COVID-19 pandemic. We conduct an exploratory data analysis to identify predictors of demand, and have built a time series forecasting model to predict the half-hourly electricity demand in Victoria. Our model distinguishes between lockdown periods and non-restrictive periods, and aims to identify a variety of patterns that we show to be influential on electricity demand. The model thereby provides a nuanced prediction of electricity demand that captures the shifting demand profile of intermittent lockdowns. |
format | Online Article Text |
id | pubmed-9678837 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier B.V. |
record_format | MEDLINE/PubMed |
spelling | pubmed-96788372022-11-22 An evaluation of the impact of COVID-19 lockdowns on electricity demand Wu, Jinran Levi, Noa Araujo, Robyn Wang, You-Gan Electric Power Systems Research Article The COVID-19 pandemic has given rise to significant changes in electricity demand around the world. Although these changes differ from region to region, countries that have implemented stringent lockdown measures to curtail the spread of the virus have experienced the greatest alterations in demand. Within Australia, the state of Victoria has been subject to the largest number of days in hard lockdown during the COVID-19 pandemic. We conduct an exploratory data analysis to identify predictors of demand, and have built a time series forecasting model to predict the half-hourly electricity demand in Victoria. Our model distinguishes between lockdown periods and non-restrictive periods, and aims to identify a variety of patterns that we show to be influential on electricity demand. The model thereby provides a nuanced prediction of electricity demand that captures the shifting demand profile of intermittent lockdowns. Elsevier B.V. 2023-03 2022-11-22 /pmc/articles/PMC9678837/ http://dx.doi.org/10.1016/j.epsr.2022.109015 Text en © 2022 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 Wu, Jinran Levi, Noa Araujo, Robyn Wang, You-Gan An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title | An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title_full | An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title_fullStr | An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title_full_unstemmed | An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title_short | An evaluation of the impact of COVID-19 lockdowns on electricity demand |
title_sort | evaluation of the impact of covid-19 lockdowns on electricity demand |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9678837/ http://dx.doi.org/10.1016/j.epsr.2022.109015 |
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