Distributed Control of a System of Systems: An Alternating Direction Method of Multipliers Approach

Alessandro Bozzi, Simone Graffione, R. Sacile, Enrico Zero
{"title":"Distributed Control of a System of Systems: An Alternating Direction Method of Multipliers Approach","authors":"Alessandro Bozzi, Simone Graffione, R. Sacile, Enrico Zero","doi":"10.1109/SoSE59841.2023.10178586","DOIUrl":null,"url":null,"abstract":"In a system of systems, a system can be modelled as a set of interacting subsystems. When each subsystem can be separately controlled, a distributed algorithm can be applied to manage the control. In this work, we propose a distributed approach, the Alternating Direction Method of Multipliers (ADMM), based on a distributed Linear Quadratic Regulator (LQR) approach to manage the achievement of a common goal cooperatively. The proposed approach can work with different agents with a limited observation of the system of systems state. The method is demonstrated on a natural system including four interconnected water tanks (quad tank system) whose level can be controlled by two pumps. The results show the behaviour of the proposed algorithm when the tanks have to reach a constant set point and when they must agree on a time-varying set point.","PeriodicalId":181642,"journal":{"name":"2023 18th Annual System of Systems Engineering Conference (SoSe)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 18th Annual System of Systems Engineering Conference (SoSe)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SoSE59841.2023.10178586","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

In a system of systems, a system can be modelled as a set of interacting subsystems. When each subsystem can be separately controlled, a distributed algorithm can be applied to manage the control. In this work, we propose a distributed approach, the Alternating Direction Method of Multipliers (ADMM), based on a distributed Linear Quadratic Regulator (LQR) approach to manage the achievement of a common goal cooperatively. The proposed approach can work with different agents with a limited observation of the system of systems state. The method is demonstrated on a natural system including four interconnected water tanks (quad tank system) whose level can be controlled by two pumps. The results show the behaviour of the proposed algorithm when the tanks have to reach a constant set point and when they must agree on a time-varying set point.
多系统的分布式控制:乘法器方法的交替方向方法
在系统的系统中,一个系统可以被建模为一组相互作用的子系统。当每个子系统可以单独控制时,可以采用分布式算法对控制进行管理。在这项工作中,我们提出了一种分布式方法,即乘法器的交替方向方法(ADMM),该方法基于分布式线性二次调节器(LQR)方法来协同管理共同目标的实现。所提出的方法可以在有限的系统状态观察下与不同的代理一起工作。该方法在一个由四个相互连接的水箱组成的自然系统(四水箱系统)上进行了验证,该系统的液位可以通过两个泵来控制。结果表明,该算法在储罐必须达到恒定设定点和储罐必须在时变设定点上达成一致时的行为。
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