Decentralized elastic electricity demand scheduling

B. M. Vasquez, L. Andrew, Julián García
{"title":"Decentralized elastic electricity demand scheduling","authors":"B. M. Vasquez, L. Andrew, Julián García","doi":"10.1109/CSDE53843.2021.9718482","DOIUrl":null,"url":null,"abstract":"The adoption of intermittent renewables in the electricity grid will increasingly require loads to track available generation. This paper proposes several algorithms to schedule flexible-power loads that arrive unpredictably to a grid-connected microgrid. These are based on standard schedulers such as Shortest Remaining Processing Time (SRPT), adapted to the fact that appliances have maximum power ratings. A simple decentralized scheduler is applied to ensure that the aggregate load does not exceed the generation, and a gain control mechanism is proposed to stabilize the system. The proposed scheduler has two sources of sub-optimality: determining the values of the control signals, and their overall structures. In order to separate these two effects, we consider a full communication version as a benchmark in order to assess performance against the SRPT-based algorithms and fair sharing. This full communication “decentralized” approach approximates the performance of SRPT-based policies, suggesting that a true decentralized controller may be feasible in the future.","PeriodicalId":166950,"journal":{"name":"2021 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE)","volume":"1 3","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CSDE53843.2021.9718482","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

The adoption of intermittent renewables in the electricity grid will increasingly require loads to track available generation. This paper proposes several algorithms to schedule flexible-power loads that arrive unpredictably to a grid-connected microgrid. These are based on standard schedulers such as Shortest Remaining Processing Time (SRPT), adapted to the fact that appliances have maximum power ratings. A simple decentralized scheduler is applied to ensure that the aggregate load does not exceed the generation, and a gain control mechanism is proposed to stabilize the system. The proposed scheduler has two sources of sub-optimality: determining the values of the control signals, and their overall structures. In order to separate these two effects, we consider a full communication version as a benchmark in order to assess performance against the SRPT-based algorithms and fair sharing. This full communication “decentralized” approach approximates the performance of SRPT-based policies, suggesting that a true decentralized controller may be feasible in the future.
分散弹性电力需求调度
在电网中采用间歇性可再生能源将越来越多地要求负荷跟踪可用的发电量。本文提出了几种算法来调度不可预测到达并网微电网的柔性电力负荷。这些基于标准调度器,如最短剩余处理时间(SRPT),适应了设备具有最大额定功率的事实。采用一种简单的去中心化调度器来保证系统的总负荷不超过发电负荷,并提出一种增益控制机制来稳定系统。所提出的调度器有两个次优性来源:确定控制信号的值,以及它们的整体结构。为了分离这两种影响,我们考虑一个完整的通信版本作为基准,以评估基于srpt的算法和公平共享的性能。这种完全通信的“去中心化”方法接近基于srpt的策略的性能,这表明真正的去中心化控制器在未来可能是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信