• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

新冠疫情对美国电力供需的影响:基于数据的早期观察

Impact of the COVID-19 Pandemic on the U.S. Electricity Demand and Supply: An Early View From Data.

作者信息

Agdas Duzgun, Barooah Prabir

机构信息

School of Civil and Environmental EngineeringQueensland University of Technology Brisbane QLD 4000 Australia.

Department of Mechanical EngineeringUniversity of Florida Gainesville FL 32611 USA.

出版信息

IEEE Access. 2020 Aug 17;8:151523-151534. doi: 10.1109/ACCESS.2020.3016912. eCollection 2020.

DOI:10.1109/ACCESS.2020.3016912
PMID:34786283
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8545301/
Abstract

After the onset of the recent COVID-19 pandemic, a number of studies reported on possible changes in electricity consumption trends. The overall theme of these reports was that "electricity use has decreased during the pandemic, but the power grid is still reliable"-mostly due to reduced economic activity. In this paper, we analyze electricity data until the end of May 2020, examining both electricity demand and variables that can indicate stress on the power grid. We limit this study to three states in the U.S. California, Florida and New York. The results indicate that the effect of the pandemic on electricity demand is not a simple reduction, and there are noticeable differences among regions analyzed. The variables that can indicate stress on the grid (e.g., daily peak and trough of the hourly demand, demand ramp rate, demand forecast error, and net electricity interchange) also conveyed mixed messages: some indicate an increase in stress, some indicate a decrease, and some do not indicate any clear difference. A positive message is that some of the changes that were observed around the time stay-at-home orders were issued appeared to revert back by May 2020. A key challenge in ascribing any observed change to the pandemic is correcting for weather as it can be challenging to accurately define it for large geographic regions. We provide a weather-correction method, apply it to a small city-wide area in North Central Florida, and discuss the implications of the estimated changes in demand. The results indicate that a 10% (95% CI [2%, 18%]) increase in electricity demand is likely to have occurred due to COVID-19 for the city analyzed.

摘要

在近期新冠疫情爆发后,多项研究报告了电力消耗趋势可能发生的变化。这些报告的总体主题是“疫情期间用电量下降,但电网仍保持可靠”——这主要是由于经济活动减少。在本文中,我们分析了截至2020年5月底的电力数据,研究了电力需求以及能够表明电网压力的变量。我们将这项研究局限于美国的三个州——加利福尼亚州、佛罗里达州和纽约州。结果表明,疫情对电力需求的影响并非简单的下降,而且在所分析的地区之间存在显著差异。能够表明电网压力的变量(例如每小时需求的日峰值和谷值、需求爬坡率、需求预测误差以及净电力交换)也传达了复杂的信息:一些表明压力增加,一些表明压力下降,还有一些没有显示出任何明显差异。一个积极的信息是,在发布居家令前后观察到的一些变化到2020年5月似乎有所恢复。将任何观察到的变化归因于疫情的一个关键挑战是校正天气,因为对于广大地理区域来说,准确界定天气情况可能具有挑战性。我们提供了一种天气校正方法,将其应用于佛罗里达州中北部一个小城市范围的区域,并讨论了估计的需求变化的影响。结果表明,对于所分析的城市,由于新冠疫情,电力需求可能增加了10%(95%置信区间[2%,18%])。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/cc7f6ee1db3f/agdas11-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/68cb0d3611f3/agdas1-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/61bed93b8061/agdas2-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/06b166cf33fe/agdas3-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/f35f2f14755e/agdas6-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/467504e71370/agdas7ab-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/410c7b00f814/agdas8-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/d26ceffe2abc/agdas9-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/0cc65ab615ed/agdas10ab-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/cc7f6ee1db3f/agdas11-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/68cb0d3611f3/agdas1-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/61bed93b8061/agdas2-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/06b166cf33fe/agdas3-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/f35f2f14755e/agdas6-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/467504e71370/agdas7ab-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/410c7b00f814/agdas8-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/d26ceffe2abc/agdas9-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/0cc65ab615ed/agdas10ab-3016912.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ced9/8545301/cc7f6ee1db3f/agdas11-3016912.jpg

相似文献

1
Impact of the COVID-19 Pandemic on the U.S. Electricity Demand and Supply: An Early View From Data.新冠疫情对美国电力供需的影响:基于数据的早期观察
IEEE Access. 2020 Aug 17;8:151523-151534. doi: 10.1109/ACCESS.2020.3016912. eCollection 2020.
2
Impacts of COVID-19 related stay-at-home restrictions on residential electricity use and implications for future grid stability.新冠疫情相关居家限制措施对居民用电的影响及对未来电网稳定性的启示。
Energy Build. 2021 Nov 15;251:111330. doi: 10.1016/j.enbuild.2021.111330. Epub 2021 Aug 3.
3
Analysis of the electricity demand trends amidst the COVID-19 coronavirus pandemic.2019冠状病毒病疫情期间的电力需求趋势分析。
Energy Res Soc Sci. 2020 Oct;68:101682. doi: 10.1016/j.erss.2020.101682. Epub 2020 Jul 2.
4
Multiscale effects masked the impact of the COVID-19 pandemic on electricity demand in the United States.多尺度效应掩盖了新冠疫情对美国电力需求的影响。
Appl Energy. 2021 Dec 15;304:117711. doi: 10.1016/j.apenergy.2021.117711. Epub 2021 Aug 28.
5
The impact of the COVID-19 pandemic and behavioral restrictions on electricity consumption and the daily demand curve in Turkey.新冠疫情及行为限制对土耳其电力消耗和每日需求曲线的影响。
Util Policy. 2022 Jun;76:101359. doi: 10.1016/j.jup.2022.101359. Epub 2022 Feb 28.
6
How did the German and other European electricity systems react to the COVID-19 pandemic?德国和其他欧洲电力系统对新冠疫情作何反应?
Appl Energy. 2021 Mar 1;285:116370. doi: 10.1016/j.apenergy.2020.116370. Epub 2021 Jan 6.
7
Electricity demand analysis and forecasting: The case of GADA special economic zone.电力需求分析与预测:以加达经济特区为例。
Heliyon. 2024 Feb 1;10(3):e25364. doi: 10.1016/j.heliyon.2024.e25364. eCollection 2024 Feb 15.
8
Impact of Covid-19 pandemic on electricity demand in the UK based on multivariate time series forecasting with Bidirectional Long Short Term Memory.基于双向长短期记忆的多变量时间序列预测,新冠疫情对英国电力需求的影响
Energy (Oxf). 2021 Jul 15;227:120455. doi: 10.1016/j.energy.2021.120455. Epub 2021 Mar 23.
9
Flexibility enhancement measures under the COVID-19 pandemic - A preliminary comparative analysis in Denmark, the Netherlands, and Sichuan of China.新冠疫情下的灵活性增强措施——丹麦、荷兰与中国四川的初步比较分析
Energy (Oxf). 2022 Jan 15;239:122166. doi: 10.1016/j.energy.2021.122166. Epub 2021 Sep 30.
10
The impact of the COVID-19 on households' hourly electricity consumption in Canada.新冠疫情对加拿大各家庭每小时用电量的影响。
Energy Build. 2021 Nov 1;250:111280. doi: 10.1016/j.enbuild.2021.111280. Epub 2021 Jul 14.

引用本文的文献

1
Impact of COVID-19 on Ontario's electricity market: Load, generation, emissions.新冠疫情对安大略省电力市场的影响:负荷、发电、排放
Electr J. 2022 May;35(4):107111. doi: 10.1016/j.tej.2022.107111. Epub 2022 Apr 11.
2
How much hydrogen could we need in New Zealand? Understanding the diverse hydrogen applications and their regional mapping.在新西兰我们可能需要多少氢气?了解多样的氢气应用及其区域分布。
J R Soc N Z. 2024 Jul 16;55(4):833-852. doi: 10.1080/03036758.2024.2365306. eCollection 2025.
3
On the adoption of stricter energy efficiency standards for residential air conditioners: Case study Guayaquil, Ecuador.

本文引用的文献

1
A Cross-Domain Approach to Analyzing the Short-Run Impact of COVID-19 on the US Electricity Sector.一种跨领域方法:分析新冠疫情对美国电力部门的短期影响
Joule. 2020 Nov 18;4(11):2322-2337. doi: 10.1016/j.joule.2020.08.017. Epub 2020 Sep 21.
关于采用更严格的家用空调能效标准:厄瓜多尔瓜亚基尔的案例研究
Heliyon. 2023 Feb 25;9(3):e13893. doi: 10.1016/j.heliyon.2023.e13893. eCollection 2023 Mar.
4
Sectoral analysis of electricity consumption during the COVID-19 pandemic: Evidence for unregulated and regulated markets in Colombia.新冠疫情期间电力消费的部门分析:哥伦比亚非管制市场和管制市场的证据
Energy (Oxf). 2023 Apr 1;268:126614. doi: 10.1016/j.energy.2023.126614. Epub 2023 Jan 6.
5
COVID-19 and energy: Influence mechanisms and research methodologies.新冠病毒与能源:影响机制及研究方法
Sustain Prod Consum. 2021 Jul;27:2134-2152. doi: 10.1016/j.spc.2021.05.010. Epub 2021 May 19.
6
Future assessment of the impact of the COVID-19 pandemic on the electricity market based on a stochastic socioeconomic model.基于随机社会经济模型对新冠疫情对电力市场影响的未来评估。
Appl Energy. 2022 May 1;313:118848. doi: 10.1016/j.apenergy.2022.118848. Epub 2022 Mar 2.
7
Covid-19 and energy sector: Unique opportunity for switching to clean energy.新冠疫情与能源行业:转向清洁能源的独特机遇。
Gondwana Res. 2023 Feb;114:93-116. doi: 10.1016/j.gr.2022.01.014. Epub 2022 Feb 4.
8
Global changes in electricity consumption during COVID-19.新冠疫情期间全球电力消耗的变化
iScience. 2022 Jan 21;25(1):103568. doi: 10.1016/j.isci.2021.103568. Epub 2021 Dec 3.
9
On the Feasibility of Load-Changing Attacks in Power Systems During the COVID-19 Pandemic.新冠疫情期间电力系统中负荷变化攻击的可行性研究
IEEE Access. 2020 Dec 25;9:2545-2563. doi: 10.1109/ACCESS.2020.3047374. eCollection 2021.
10
Inequitable and heterogeneous impacts on electricity consumption from COVID-19 mitigation measures.新冠疫情缓解措施对电力消费的不公平和异质性影响。
iScience. 2021 Nov 19;24(11):103231. doi: 10.1016/j.isci.2021.103231. Epub 2021 Oct 7.