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Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study

The COVID-19 lockdowns have adversely affected the national economies and caused fluctuations in the energy industry. This study examined how the lockdowns during the COVID-19 pandemic affected the amount of electricity and natural gas consumption in four organized industrial zones in the Turkey. A...

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Autor principal: Cihan, Pınar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Ltd. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9755109/
http://dx.doi.org/10.1016/j.ijepes.2021.107369
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author Cihan, Pınar
author_facet Cihan, Pınar
author_sort Cihan, Pınar
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description The COVID-19 lockdowns have adversely affected the national economies and caused fluctuations in the energy industry. This study examined how the lockdowns during the COVID-19 pandemic affected the amount of electricity and natural gas consumption in four organized industrial zones in the Turkey. A significant decrease was observed in electricity and natural gas consumption amounts in April and May when lockdowns were also applied in four industrial zones. In April, electricity consumption decreased between 72 and 43%, and natural gas consumption decreased between 77 and 57%. In May, electricity consumption decreased between 60 and 32%, and natural gas consumption decreased between 69 and 45%. These decreases in industrial zones show that the economy has been significantly affected. Furthermore, in this study, Auto-Regressive Integrated Moving Average (ARIMA) and Holt-Winters models were developed to predict electricity and natural gas consumption of an industrial zone. ARIMA(0,0,2)(2,1,0)(7) and ARIMA(0,0,2)(0,1,1)(7) models were chosen as the best model for the electricity and natural gas consumption data respectively with a minimum MAPE(Electricity) was 1.37%, RMSE(Electricity) was 87.2, R(2)(Electricity) was 0.99, MAPE(Gas) was 5.42% and RMSE(Gas) was 50.9, R(2)(Gas) was 0.92. Electricity and natural gas consumption was forecasted for the next ten days (10–19 March 2021) according to ARIMA models with 80% and 95% confidence intervals. In addition, in this study, the impact of low energy usage in the industrial zone due to the COVID-19 lockdowns on model prediction performance was also examined. The obtained results showed that the COVID-19 lockdowns were reduced the ARIMA model prediction accuracy.
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spelling pubmed-97551092022-12-16 Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study Cihan, Pınar International Journal of Electrical Power & Energy Systems Article The COVID-19 lockdowns have adversely affected the national economies and caused fluctuations in the energy industry. This study examined how the lockdowns during the COVID-19 pandemic affected the amount of electricity and natural gas consumption in four organized industrial zones in the Turkey. A significant decrease was observed in electricity and natural gas consumption amounts in April and May when lockdowns were also applied in four industrial zones. In April, electricity consumption decreased between 72 and 43%, and natural gas consumption decreased between 77 and 57%. In May, electricity consumption decreased between 60 and 32%, and natural gas consumption decreased between 69 and 45%. These decreases in industrial zones show that the economy has been significantly affected. Furthermore, in this study, Auto-Regressive Integrated Moving Average (ARIMA) and Holt-Winters models were developed to predict electricity and natural gas consumption of an industrial zone. ARIMA(0,0,2)(2,1,0)(7) and ARIMA(0,0,2)(0,1,1)(7) models were chosen as the best model for the electricity and natural gas consumption data respectively with a minimum MAPE(Electricity) was 1.37%, RMSE(Electricity) was 87.2, R(2)(Electricity) was 0.99, MAPE(Gas) was 5.42% and RMSE(Gas) was 50.9, R(2)(Gas) was 0.92. Electricity and natural gas consumption was forecasted for the next ten days (10–19 March 2021) according to ARIMA models with 80% and 95% confidence intervals. In addition, in this study, the impact of low energy usage in the industrial zone due to the COVID-19 lockdowns on model prediction performance was also examined. The obtained results showed that the COVID-19 lockdowns were reduced the ARIMA model prediction accuracy. Elsevier Ltd. 2022-01 2021-07-09 /pmc/articles/PMC9755109/ http://dx.doi.org/10.1016/j.ijepes.2021.107369 Text en © 2021 Elsevier Ltd. 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
Cihan, Pınar
Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title_full Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title_fullStr Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title_full_unstemmed Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title_short Impact of the COVID-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: Turkey case study
title_sort impact of the covid-19 lockdowns on electricity and natural gas consumption in the different industrial zones and forecasting consumption amounts: turkey case study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9755109/
http://dx.doi.org/10.1016/j.ijepes.2021.107369
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