Cargando…

Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions

The COVID-19 outbreak not only threatened global health, it has also –affected the energy markets around the world. This paper studies the impact of the pandemic on Ontario’s electricity market assessing the demand and supply balance over three distinct periods: pre-pandemic, start of the pandemic a...

Descripción completa

Detalles Bibliográficos
Autores principales: Pirnia, Mehrdad, Elsarague, Menna, Beylunioglu, Fuat Can, Ahmed, Mohamed, Nathwani, Jatin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9759668/
http://dx.doi.org/10.1016/j.tej.2022.107111
_version_ 1784852283369979904
author Pirnia, Mehrdad
Elsarague, Menna
Beylunioglu, Fuat Can
Ahmed, Mohamed
Nathwani, Jatin
author_facet Pirnia, Mehrdad
Elsarague, Menna
Beylunioglu, Fuat Can
Ahmed, Mohamed
Nathwani, Jatin
author_sort Pirnia, Mehrdad
collection PubMed
description The COVID-19 outbreak not only threatened global health, it has also –affected the energy markets around the world. This paper studies the impact of the pandemic on Ontario’s electricity market assessing the demand and supply balance over three distinct periods: pre-pandemic, start of the pandemic and during the period 2020–2021. The paper also evaluates the contribution of work-from-home and other mandates in reducing GHG emission. Furthermore, the impact of such rare events is studied on load forecasting. Our analysis shows that although demand dropped by 12% during the beginning of pandemic, it started rising to levels higher than the previous years. Consequently, due to the changes in the daily load profile, primarily due to the changes in consumers’ behavior, the emissions declined significantly during the lockdown and increased afterwards. Finally, this paper provides a short-term Feed Forward Neural Network (FFNN) model to predict future demand. The model performance was evaluated during the three distinct periods and showed high accuracy even in the initial stages of the pandemic: MAPE of 3.21% pre-pandemic, 13.86% beginning of pandemic and 4.23% during pandemic.
format Online
Article
Text
id pubmed-9759668
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Elsevier Inc.
record_format MEDLINE/PubMed
spelling pubmed-97596682022-12-19 Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions Pirnia, Mehrdad Elsarague, Menna Beylunioglu, Fuat Can Ahmed, Mohamed Nathwani, Jatin The Electricity Journal Article The COVID-19 outbreak not only threatened global health, it has also –affected the energy markets around the world. This paper studies the impact of the pandemic on Ontario’s electricity market assessing the demand and supply balance over three distinct periods: pre-pandemic, start of the pandemic and during the period 2020–2021. The paper also evaluates the contribution of work-from-home and other mandates in reducing GHG emission. Furthermore, the impact of such rare events is studied on load forecasting. Our analysis shows that although demand dropped by 12% during the beginning of pandemic, it started rising to levels higher than the previous years. Consequently, due to the changes in the daily load profile, primarily due to the changes in consumers’ behavior, the emissions declined significantly during the lockdown and increased afterwards. Finally, this paper provides a short-term Feed Forward Neural Network (FFNN) model to predict future demand. The model performance was evaluated during the three distinct periods and showed high accuracy even in the initial stages of the pandemic: MAPE of 3.21% pre-pandemic, 13.86% beginning of pandemic and 4.23% during pandemic. Elsevier Inc. 2022-05 2022-04-11 /pmc/articles/PMC9759668/ http://dx.doi.org/10.1016/j.tej.2022.107111 Text en © 2022 Elsevier Inc. 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
Pirnia, Mehrdad
Elsarague, Menna
Beylunioglu, Fuat Can
Ahmed, Mohamed
Nathwani, Jatin
Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title_full Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title_fullStr Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title_full_unstemmed Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title_short Impact of COVID-19 on Ontario’s electricity market: Load, generation, emissions
title_sort impact of covid-19 on ontario’s electricity market: load, generation, emissions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9759668/
http://dx.doi.org/10.1016/j.tej.2022.107111
work_keys_str_mv AT pirniamehrdad impactofcovid19onontarioselectricitymarketloadgenerationemissions
AT elsaraguemenna impactofcovid19onontarioselectricitymarketloadgenerationemissions
AT beylunioglufuatcan impactofcovid19onontarioselectricitymarketloadgenerationemissions
AT ahmedmohamed impactofcovid19onontarioselectricitymarketloadgenerationemissions
AT nathwanijatin impactofcovid19onontarioselectricitymarketloadgenerationemissions