Distributed Optimisation for Energy Management in Building Networks

Alec Edwards, Jan-Peter Calliess, Kostas Margellos
{"title":"Distributed Optimisation for Energy Management in Building Networks","authors":"Alec Edwards, Jan-Peter Calliess, Kostas Margellos","doi":"10.1109/CONTROL.2018.8516737","DOIUrl":null,"url":null,"abstract":"We formulate and solve an energy management problem for a cooperative network of buildings sharing some resource and communicating over a time varying network, each of which desires to maintain its privacy. As the network is time-varying, we are able to accommodate communication constraints or failure between agents. We begin by introducing validated bilinear modelling techniques for individual buildings, and continue by showing how the energy management problem involving a network of buildings can be addressed using a distributed optimisation algorithm recently proposed in the literature, with individual buildings treated as agents. To facilitate these assumptions, we linearise the bilinear models generated, and introduce linear local and coupling constraints to model a shared thermal energy storage device. We formulate a linear objective function to minimise based on the cost of energy used by the agent not taken from the storage. Finally, we demonstrate the efficacy of the distributed algorithm as applied to the energy management problem using an extensive simulation based study.","PeriodicalId":266112,"journal":{"name":"2018 UKACC 12th International Conference on Control (CONTROL)","volume":"50 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 UKACC 12th International Conference on Control (CONTROL)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CONTROL.2018.8516737","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

We formulate and solve an energy management problem for a cooperative network of buildings sharing some resource and communicating over a time varying network, each of which desires to maintain its privacy. As the network is time-varying, we are able to accommodate communication constraints or failure between agents. We begin by introducing validated bilinear modelling techniques for individual buildings, and continue by showing how the energy management problem involving a network of buildings can be addressed using a distributed optimisation algorithm recently proposed in the literature, with individual buildings treated as agents. To facilitate these assumptions, we linearise the bilinear models generated, and introduce linear local and coupling constraints to model a shared thermal energy storage device. We formulate a linear objective function to minimise based on the cost of energy used by the agent not taken from the storage. Finally, we demonstrate the efficacy of the distributed algorithm as applied to the energy management problem using an extensive simulation based study.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
建筑网络能源管理的分布式优化
我们制定并解决了一个能源管理问题,这个能源管理问题是由建筑物组成的合作网络,这些建筑物共享一些资源,并在一个时变的网络上进行通信,每个建筑物都希望保持其隐私。由于网络是时变的,我们能够适应代理之间的通信约束或故障。我们首先介绍单个建筑物的经过验证的双线性建模技术,然后继续展示如何使用文献中最近提出的分布式优化算法来解决涉及建筑物网络的能源管理问题,将单个建筑物视为代理。为了促进这些假设,我们将生成的双线性模型线性化,并引入线性局部约束和耦合约束来模拟共享储能装置。我们制定了一个线性目标函数,以最小化基于不从存储中提取的代理使用的能量成本。最后,我们通过广泛的仿真研究证明了分布式算法应用于能源管理问题的有效性。
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 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Non-Linear Model Predictive Control for Preventing Premature Aging in Battery Energy Storage System A Portable Low-Cost Arduino-Based Laboratory Kit for Control Education Modelling and Control of a Biologically Inspired Trenchless Drilling Device Capturing Discontinuities in Optimal Control Problems Online Fault Diagnosis in Petri Net Models of Discrete-Event Systems Using Fourier-Motzkin
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1