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Set-Based State Estimation: A Polytopic Approach
2020
会议录名称IFAC-PAPERSONLINE
ISSN2405-8963
卷号53
期号2
页码11277-11282
发表状态已发表
DOI10.1016/j.ifacol.2020.12.367
摘要

This paper is concerned with guaranteed parameter estimation for discrete-time nonlinear systems subject to bounded uncertainties. The proposed approach is based on polytopic set parameterizations. Similar to other estimation and filtering approaches, the presented algorithm is based on two operations, propagation of the polytopic uncertainty through the dynamics and an update operation using the measurement. Both the propagation and the update steps are based on set-operations that use a parameterized lifted outer approximations of the polytopes. The performance of the approach is illustrated by applying it to the double integrator system, where the presented polytopic parameterization approach leads to accurate and rigorous parameter estimates. Copyright (C) 2020 The Authors.

会议录编者/会议主办者Int Federat Automat Control, Siemens, Bayer, ABB, MathWorks, Phoenix Contact, Ifak Technol, Berlin Heart, Elsevier, De Gruyter, Tele Medi GmbH
关键词Parameter and state estimation Bounded error identification Nonlinear system identification
会议名称21st IFAC World Congress on Automatic Control - Meeting Societal Challenges
会议地点ELECTR NETWORK
会议日期JUL 11-17, 2020
收录类别CPCI-S ; CPCI ; EI
语种英语
WOS研究方向Automation & Control Systems
WOS类目Automation & Control Systems
WOS记录号WOS:000652593100397
出版者ELSEVIER
EI入藏号/
原始文献类型Proceedings Paper
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文献类型会议论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/127549
专题信息科学与技术学院_PI研究组_Boris Houska组
通讯作者Valero, Carlos E.; Paulen, Radoslav
作者单位
1.Slovak Univ Technol Bratislava, Fac Chem & Food Technol, Bratislava, Slovakia;
2.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai, Peoples R China
推荐引用方式
GB/T 7714
Valero, Carlos E.,Villanueva, Mario E.,Houska, Boris,et al. Set-Based State Estimation: A Polytopic Approach[C]//Int Federat Automat Control, Siemens, Bayer, ABB, MathWorks, Phoenix Contact, Ifak Technol, Berlin Heart, Elsevier, De Gruyter, Tele Medi GmbH:ELSEVIER,2020:11277-11282.
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