Robust Stability of Suboptimal Moving Horizon Estimation using an Observer-Based Candidate Solution

被引:8
|
作者
Schiller, Julian D. [1 ]
Knuefer, Sven [2 ]
Mueller, Matthias A. [1 ]
机构
[1] Leibniz Univ Hannover, Inst Automat Control, Hannover, Germany
[2] Robert Bosch GmbH, Driver Assistance, Stuttgart, Germany
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 06期
关键词
Nonlinear moving horizon estimation; suboptimal MHE; nonlinear state estimation; STATE ESTIMATION; ALGORITHM; SYSTEMS;
D O I
10.1016/j.ifacol.2021.08.549
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a suboptimal moving horizon estimator for nonlinear systems. For the stability analysis we transfer the "feasibility-implies- stability/robustness" paradigm from model predictive control to the context of moving horizon estimation in the following sense: Using a suitably defined, feasible candidate solution based on the trajectory of an auxiliary observer, robust stability of the proposed suboptimal estimator is inherited independently of the horizon length and even if no optimization is performed. (C) 2021 The Authors.
引用
收藏
页码:226 / 231
页数:6
相关论文
共 50 条
  • [1] A Simple Suboptimal Moving Horizon Estimation Scheme With Guaranteed Robust Stability
    Schiller, Julian D.
    Wu, Boyang
    Muller, Matthias A.
    [J]. IEEE CONTROL SYSTEMS LETTERS, 2022, 7 : 19 - 24
  • [2] MOVING HORIZON OBSERVERS AND OBSERVER-BASED CONTROL
    MICHALSKA, H
    MAYNE, DQ
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1995, 40 (06) : 995 - 1006
  • [3] Robust Stability of Gaussian Process Based Moving Horizon Estimation
    Wolff, Tobias M.
    Lopez, Victor G.
    Mueller, Matthias A.
    [J]. 2023 62ND IEEE CONFERENCE ON DECISION AND CONTROL, CDC, 2023, : 4087 - 4093
  • [4] Suboptimal Nonlinear Moving Horizon Estimation
    Schiller, Julian D.
    Mueller, Matthias A.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2023, 68 (04) : 2199 - 2214
  • [5] A Lyapunov Function for Robust Stability of Moving Horizon Estimation
    Schiller, Julian D.
    Muntwiler, Simon
    Koehler, Johannes
    Zeilinger, Melanie N.
    Mueller, Matthias A.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2023, 68 (12) : 7466 - 7481
  • [6] Robust Global Exponential Stability for Moving Horizon Estimation
    Knuefer, Sven
    Mueller, Matthias A.
    [J]. 2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 3477 - 3482
  • [7] Observer-Based Variable Impedance Control Using Moving Horizon Estimation for Robot Machining Thin-Walled Workpieces
    Zhang, Yuhao
    Zhao, Xingwei
    Chen, Yiming
    Tao, Bo
    Ding, Han
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2024, 71 (06) : 5972 - 5982
  • [8] Robust moving horizon state observer
    Chu, D.
    Chen, T.
    Marquez, H. J.
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2007, 80 (10) : 1636 - 1650
  • [9] Robust Observer-based Fault Estimation of Switched Systems
    Li, Wen
    Cui, Baotong
    Mu, Wenying
    [J]. 2014 11TH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (FSKD), 2014, : 871 - 875
  • [10] Robust Stability of Moving Horizon Estimation Under Bounded Disturbances
    Ji, Luo
    Rawlings, James B.
    Hu, Wuhua
    Wynn, Andrew
    Diehl, Moritz
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 61 (11) : 3509 - 3514