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Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression
Understanding how populations’ daily behaviors change during the COVID-19 pandemic is critical to evaluating and adapting public health interventions. Here, we use residential electricity-consumption data to unravel behavioral changes within peoples’ homes in this period. Based on smart energy-meter...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8403933/ https://www.ncbi.nlm.nih.gov/pubmed/34408019 http://dx.doi.org/10.1073/pnas.2026596118 |
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author | Raman, Gururaghav Peng, Jimmy Chih-Hsien |
author_facet | Raman, Gururaghav Peng, Jimmy Chih-Hsien |
author_sort | Raman, Gururaghav |
collection | PubMed |
description | Understanding how populations’ daily behaviors change during the COVID-19 pandemic is critical to evaluating and adapting public health interventions. Here, we use residential electricity-consumption data to unravel behavioral changes within peoples’ homes in this period. Based on smart energy-meter data from 10,246 households in Singapore, we find strong positive correlations between the progression of the pandemic in the city-state and the residential electricity consumption. In particular, we find that the daily new COVID-19 cases constitute the most dominant influencing factor on the electricity demand in the early stages of the pandemic, before a lockdown. However, this influence wanes once the lockdown is implemented, signifying that residents have settled into their new lifestyles under lockdown. These observations point to a proactive response from Singaporean residents—who increasingly stayed in or performed more activities at home during the evenings, despite there being no government mandates—a finding that surprisingly extends across all demographics. Overall, our study enables policymakers to close the loop by utilizing residential electricity usage as a measure of community response during unprecedented and disruptive events, such as a pandemic. |
format | Online Article Text |
id | pubmed-8403933 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-84039332021-09-14 Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression Raman, Gururaghav Peng, Jimmy Chih-Hsien Proc Natl Acad Sci U S A Physical Sciences Understanding how populations’ daily behaviors change during the COVID-19 pandemic is critical to evaluating and adapting public health interventions. Here, we use residential electricity-consumption data to unravel behavioral changes within peoples’ homes in this period. Based on smart energy-meter data from 10,246 households in Singapore, we find strong positive correlations between the progression of the pandemic in the city-state and the residential electricity consumption. In particular, we find that the daily new COVID-19 cases constitute the most dominant influencing factor on the electricity demand in the early stages of the pandemic, before a lockdown. However, this influence wanes once the lockdown is implemented, signifying that residents have settled into their new lifestyles under lockdown. These observations point to a proactive response from Singaporean residents—who increasingly stayed in or performed more activities at home during the evenings, despite there being no government mandates—a finding that surprisingly extends across all demographics. Overall, our study enables policymakers to close the loop by utilizing residential electricity usage as a measure of community response during unprecedented and disruptive events, such as a pandemic. National Academy of Sciences 2021-08-24 2021-08-18 /pmc/articles/PMC8403933/ /pubmed/34408019 http://dx.doi.org/10.1073/pnas.2026596118 Text en Copyright © 2021 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Physical Sciences Raman, Gururaghav Peng, Jimmy Chih-Hsien Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title | Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title_full | Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title_fullStr | Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title_full_unstemmed | Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title_short | Electricity consumption of Singaporean households reveals proactive community response to COVID-19 progression |
title_sort | electricity consumption of singaporean households reveals proactive community response to covid-19 progression |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8403933/ https://www.ncbi.nlm.nih.gov/pubmed/34408019 http://dx.doi.org/10.1073/pnas.2026596118 |
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