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Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability

“Stay-at-home” orders and other health precautions enacted during the COVID-19 pandemic have led to substantial changes in residential electricity usage. We conduct a case study to analyze data from 390 apartments in New York City (NYC) to examine the impacts of two key drivers of residential electr...

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Autores principales: Li, Lechen, Meinrenken, Christoph J., Modi, Vijay, Culligan, Patricia J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Published by Elsevier B.V. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995371/
https://www.ncbi.nlm.nih.gov/pubmed/35431417
http://dx.doi.org/10.1016/j.enbuild.2021.111330
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author Li, Lechen
Meinrenken, Christoph J.
Modi, Vijay
Culligan, Patricia J.
author_facet Li, Lechen
Meinrenken, Christoph J.
Modi, Vijay
Culligan, Patricia J.
author_sort Li, Lechen
collection PubMed
description “Stay-at-home” orders and other health precautions enacted during the COVID-19 pandemic have led to substantial changes in residential electricity usage. We conduct a case study to analyze data from 390 apartments in New York City (NYC) to examine the impacts of two key drivers of residential electricity usage: COVID-19 case-loads and the outdoor temperature. We develop a series of regression models to predict two characteristics of residential electricity usage on weekdays: The average occupied apartment’s consumption (kWh) over a 9am-5pm window and the hourly peak demand (Watt) over a 12pm-5pm window. Via a Monte Carlo simulation, we forecast the two usage characteristics under a possible scenario in which stay-at-home orders in NYC, or a similar metropolitan region, coincide with warm summer weather. Under the scenario, the 9am-5pm residential electricity usage on weekdays is predicted to be 15% – 24% higher than under prior, pre-pandemic conditions. This could lead to substantially higher utility costs for residents. Additionally, we predict that the residential hourly peak demand between 12pm and 5pm on weekdays could be 35% – 53% higher than that under pre-pandemic conditions. We conclude that the projected increase in peak demand - which might arise if stay-at-home guidelines coincided with hot weather conditions - could pose grid management challenges, especially for residential feeders. We also note that, if there is a longer lasting shift towards work and study-from-home, utilities will have to rethink load profile considerations. The applications of our predictive models to managing future smart-grid technology are also highlighted.
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spelling pubmed-89953712022-04-11 Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability Li, Lechen Meinrenken, Christoph J. Modi, Vijay Culligan, Patricia J. Energy Build Article “Stay-at-home” orders and other health precautions enacted during the COVID-19 pandemic have led to substantial changes in residential electricity usage. We conduct a case study to analyze data from 390 apartments in New York City (NYC) to examine the impacts of two key drivers of residential electricity usage: COVID-19 case-loads and the outdoor temperature. We develop a series of regression models to predict two characteristics of residential electricity usage on weekdays: The average occupied apartment’s consumption (kWh) over a 9am-5pm window and the hourly peak demand (Watt) over a 12pm-5pm window. Via a Monte Carlo simulation, we forecast the two usage characteristics under a possible scenario in which stay-at-home orders in NYC, or a similar metropolitan region, coincide with warm summer weather. Under the scenario, the 9am-5pm residential electricity usage on weekdays is predicted to be 15% – 24% higher than under prior, pre-pandemic conditions. This could lead to substantially higher utility costs for residents. Additionally, we predict that the residential hourly peak demand between 12pm and 5pm on weekdays could be 35% – 53% higher than that under pre-pandemic conditions. We conclude that the projected increase in peak demand - which might arise if stay-at-home guidelines coincided with hot weather conditions - could pose grid management challenges, especially for residential feeders. We also note that, if there is a longer lasting shift towards work and study-from-home, utilities will have to rethink load profile considerations. The applications of our predictive models to managing future smart-grid technology are also highlighted. Published by Elsevier B.V. 2021-11-15 2021-08-03 /pmc/articles/PMC8995371/ /pubmed/35431417 http://dx.doi.org/10.1016/j.enbuild.2021.111330 Text en © 2021 Published by Elsevier B.V. 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
Li, Lechen
Meinrenken, Christoph J.
Modi, Vijay
Culligan, Patricia J.
Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title_full Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title_fullStr Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title_full_unstemmed Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title_short Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
title_sort impacts of covid-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8995371/
https://www.ncbi.nlm.nih.gov/pubmed/35431417
http://dx.doi.org/10.1016/j.enbuild.2021.111330
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