H∞ State and Parameter Estimation for Lipschitz Nonlinear Systems

P. Alvarado-Méndez, C. Astorga-Zaragoza, G. Osorio-Gordillo, A. Aguilera-González, Rodolfo Vargas-Méndez, J. Reyes-Reyes
{"title":"H∞ State and Parameter Estimation for Lipschitz Nonlinear Systems","authors":"P. Alvarado-Méndez, C. Astorga-Zaragoza, G. Osorio-Gordillo, A. Aguilera-González, Rodolfo Vargas-Méndez, J. Reyes-Reyes","doi":"10.3390/mca29040051","DOIUrl":null,"url":null,"abstract":"A H∞ robust adaptive nonlinear observer for state and parameter estimation of a class of Lipschitz nonlinear systems with disturbances is presented in this work. The objective is to estimate parameters and monitor the performance of nonlinear processes with model uncertainties. The behavior of the observer in the presence of disturbances is analyzed using Lyapunov stability theory and by considering an H∞ performance criterion. Numerical simulations were carried out to demonstrate the applicability of this observer for a semi-active car suspension. The adaptive observer performed well in estimating the tire rigidity (as an unknown parameter) and induced disturbances representing damage to the damper. The main contribution is the proposal of an alternative methodology for simultaneous parameter and actuator disturbance estimation for a more general class of nonlinear systems.","PeriodicalId":352525,"journal":{"name":"Mathematical and Computational Applications","volume":" 45","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Mathematical and Computational Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3390/mca29040051","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

A H∞ robust adaptive nonlinear observer for state and parameter estimation of a class of Lipschitz nonlinear systems with disturbances is presented in this work. The objective is to estimate parameters and monitor the performance of nonlinear processes with model uncertainties. The behavior of the observer in the presence of disturbances is analyzed using Lyapunov stability theory and by considering an H∞ performance criterion. Numerical simulations were carried out to demonstrate the applicability of this observer for a semi-active car suspension. The adaptive observer performed well in estimating the tire rigidity (as an unknown parameter) and induced disturbances representing damage to the damper. The main contribution is the proposal of an alternative methodology for simultaneous parameter and actuator disturbance estimation for a more general class of nonlinear systems.
Lipschitz 非线性系统的 H∞ 状态和参数估计
本研究提出了一种 H∞ 鲁棒自适应非线性观测器,用于对一类具有扰动的 Lipschitz 非线性系统进行状态和参数估计。其目的是估计参数并监控具有模型不确定性的非线性过程的性能。利用 Lyapunov 稳定性理论并考虑 H∞ 性能准则,分析了观测器在扰动存在时的行为。为了证明该观测器对半主动汽车悬架的适用性,我们进行了数值模拟。自适应观测器在估计轮胎刚度(作为未知参数)和代表减振器损坏的诱导干扰方面表现良好。其主要贡献在于为更多非线性系统提出了另一种同时估计参数和执行器干扰的方法。
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