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Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect
After the severe nuclear disaster in Fukushima, which was triggered by the Great East Japan earthquake in March 2011, nuclear power plants in Japan were temporarily shut down for mandatory inspections. To prevent large-scale blackouts, the Japanese government requested companies and households to re...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5927419/ https://www.ncbi.nlm.nih.gov/pubmed/29708988 http://dx.doi.org/10.1371/journal.pone.0196331 |
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author | Honjo, Keita Shiraki, Hiroto Ashina, Shuichi |
author_facet | Honjo, Keita Shiraki, Hiroto Ashina, Shuichi |
author_sort | Honjo, Keita |
collection | PubMed |
description | After the severe nuclear disaster in Fukushima, which was triggered by the Great East Japan earthquake in March 2011, nuclear power plants in Japan were temporarily shut down for mandatory inspections. To prevent large-scale blackouts, the Japanese government requested companies and households to reduce electricity consumption in summer and winter. It is reported that the domestic electricity demand had a structural decrease because of the electricity conservation effect (ECE). However, quantitative analysis of the ECE is not sufficient, and especially time variation of the ECE remains unclear. Understanding the ECE is important because Japan’s NDC (nationally determined contribution) assumes the reduction of CO(2) emissions through aggressive energy conservation. In this study, we develop a time series model of monthly electricity demand in Japan and estimate time variation of the ECE. Moreover, we evaluate the impact of electricity conservation on CO(2) emissions from power plants. The dynamic linear model is used to separate the ECE from the effects of other irrelevant factors (e.g. air temperature, economic production, and electricity price). Our result clearly shows that consumers’ electricity conservation behavior after the earthquake was not temporary but became established as a habit. Between March 2011 and March 2016, the ECE on industrial electricity demand ranged from 3.9% to 5.4%, and the ECE on residential electricity demand ranged from 1.6% to 7.6%. The ECE on the total electricity demand was estimated at 3.2%–6.0%. We found a seasonal pattern that the residential ECE in summer is higher than that in winter. The emissions increase from the shutdown of nuclear power plants was mitigated by electricity conservation. The emissions reduction effect was estimated at 0.82 MtCO(2)–2.26 MtCO(2) (−4.5% on average compared to the zero-ECE case). The time-varying ECE is necessary for predicting Japan’s electricity demand and CO(2) emissions after the earthquake. |
format | Online Article Text |
id | pubmed-5927419 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59274192018-05-11 Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect Honjo, Keita Shiraki, Hiroto Ashina, Shuichi PLoS One Research Article After the severe nuclear disaster in Fukushima, which was triggered by the Great East Japan earthquake in March 2011, nuclear power plants in Japan were temporarily shut down for mandatory inspections. To prevent large-scale blackouts, the Japanese government requested companies and households to reduce electricity consumption in summer and winter. It is reported that the domestic electricity demand had a structural decrease because of the electricity conservation effect (ECE). However, quantitative analysis of the ECE is not sufficient, and especially time variation of the ECE remains unclear. Understanding the ECE is important because Japan’s NDC (nationally determined contribution) assumes the reduction of CO(2) emissions through aggressive energy conservation. In this study, we develop a time series model of monthly electricity demand in Japan and estimate time variation of the ECE. Moreover, we evaluate the impact of electricity conservation on CO(2) emissions from power plants. The dynamic linear model is used to separate the ECE from the effects of other irrelevant factors (e.g. air temperature, economic production, and electricity price). Our result clearly shows that consumers’ electricity conservation behavior after the earthquake was not temporary but became established as a habit. Between March 2011 and March 2016, the ECE on industrial electricity demand ranged from 3.9% to 5.4%, and the ECE on residential electricity demand ranged from 1.6% to 7.6%. The ECE on the total electricity demand was estimated at 3.2%–6.0%. We found a seasonal pattern that the residential ECE in summer is higher than that in winter. The emissions increase from the shutdown of nuclear power plants was mitigated by electricity conservation. The emissions reduction effect was estimated at 0.82 MtCO(2)–2.26 MtCO(2) (−4.5% on average compared to the zero-ECE case). The time-varying ECE is necessary for predicting Japan’s electricity demand and CO(2) emissions after the earthquake. Public Library of Science 2018-04-30 /pmc/articles/PMC5927419/ /pubmed/29708988 http://dx.doi.org/10.1371/journal.pone.0196331 Text en © 2018 Honjo et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Honjo, Keita Shiraki, Hiroto Ashina, Shuichi Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title | Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title_full | Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title_fullStr | Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title_full_unstemmed | Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title_short | Dynamic linear modeling of monthly electricity demand in Japan: Time variation of electricity conservation effect |
title_sort | dynamic linear modeling of monthly electricity demand in japan: time variation of electricity conservation effect |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5927419/ https://www.ncbi.nlm.nih.gov/pubmed/29708988 http://dx.doi.org/10.1371/journal.pone.0196331 |
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