A Methodology for Real-Time Implementation of Nonlinear Observers via Convex Optimization

Daniel Quintana, V. Estrada-Manzo, M. Bernal
{"title":"A Methodology for Real-Time Implementation of Nonlinear Observers via Convex Optimization","authors":"Daniel Quintana, V. Estrada-Manzo, M. Bernal","doi":"10.1109/ICEEE.2018.8533930","DOIUrl":null,"url":null,"abstract":"This paper is concerned with the design and real-time implementation of nonlinear observers via convex optimization techniques. The well-known problem of unmeasurable premises is overcome by employing only known signals for the observer while the difficulty of obtaining the error system is solved by algebraic rearrangements and Taylor series. The resulting error dynamics are exactly rewritten as a tensor-product polytope which enables solving for the observer gains via linear matrix inequalities. Both simulation and real-time examples are provided.","PeriodicalId":6924,"journal":{"name":"2018 15th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","volume":"1 1","pages":"1-6"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"6","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 15th International Conference on Electrical Engineering, Computing Science and Automatic Control (CCE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICEEE.2018.8533930","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 6

Abstract

This paper is concerned with the design and real-time implementation of nonlinear observers via convex optimization techniques. The well-known problem of unmeasurable premises is overcome by employing only known signals for the observer while the difficulty of obtaining the error system is solved by algebraic rearrangements and Taylor series. The resulting error dynamics are exactly rewritten as a tensor-product polytope which enables solving for the observer gains via linear matrix inequalities. Both simulation and real-time examples are provided.
基于凸优化的非线性观测器实时实现方法
本文研究了基于凸优化技术的非线性观测器的设计与实时实现。采用已知的观测器信号克服了众所周知的前提不可测的问题,而通过代数重排和泰勒级数解决了获得误差系统的困难。由此产生的误差动力学被精确地改写为张量积多面体,从而能够通过线性矩阵不等式求解观测器增益。给出了仿真和实时实例。
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:481959085
Book学术官方微信