A Zonotope-Based Interval Estimation Method for Systems With Nonlinear Equality Constraints

This article studies the problem of interval estimation for systems with nonlinear equality constraints and unknown but bounded uncertainties. An iterative zonotope-based method is presented to compute accurate interval bounds of system states. To manage the nonlinear constraints, we utilize a Taylor expansion and consider the dependence in the remainder. Furthermore, to determine the optimal zonotopic enclosures of the intersection of two zonotopes, the widths of the smallest intervals enclosing zonotopes are used as the size criterion. Numerically efficient linear programming is used for solving the associated optimization problems. A simulation on a ground vehicle example shows that the proposed method can provide accurate interval estimation results.

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Institutions

Publication Details

Journal
IEEE Transactions on Automatic Control
Published
2024-09-20
DOI
https://doi.org/10.1109/tac.2024.3465562
Citations
12
Primary Topic
Control Systems and Identification
Type
article
Field-Weighted Citation Impact
3.94

Funders

Controls
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article

A Zonotope-Based Interval Estimation Method for Systems With Nonlinear Equality Constraints

Yi Shen, Youdao Ma, Michel Kinnaert, Zhenhua Wang
12 citations
IEEE Transactions on Automatic Control
Control Systems and Identification
3.94
article

A Zonotope-Based Interval Estimation Method for Systems With Nonlinear Equality Constraints

Yi Shen, Youdao Ma, Michel Kinnaert, Zhenhua Wang
article en
12 citations

Abstract

This article studies the problem of interval estimation for systems with nonlinear equality constraints and unknown but bounded uncertainties. An iterative zonotope-based method is presented to compute accurate interval bounds of system states. To manage the nonlinear constraints, we utilize a Taylor expansion and consider the dependence in the remainder. Furthermore, to determine the optimal zonotopic enclosures of the intersection of two zonotopes, the widths of the smallest intervals enclosing zonotopes are used as the size criterion. Numerically efficient linear programming is used for solving the associated optimization problems. A simulation on a ground vehicle example shows that the proposed method can provide accurate interval estimation results.

IEEE Transactions on Automatic ControlVol. 70(2)
Université Libre de Bruxelles (BE), Harbin Institute of Technology (CN)
National Natural Science Foundation of China
Reduced inequalities
Openalex Percentile: Top 6%
Control Systems and Identification
3.94
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