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Set-based state estimation for discrete-time constrained nonlinear systems: An approach based on constrained zonotopes and DC programming

de Paula A. A.
•
Raimondo D. M.
•
Raffo G. V.
•
Teixeira B. O. S.
2024
  • journal article

Periodico
AUTOMATICA
Abstract
This paper introduces a novel state estimator designed for discrete-time nonlinear dynamical systems that encompass unknown-but-bounded uncertainties, along with state linear inequality and nonlinear equality constraints. Our algorithm is based on constrained zonotopes (CZs) and employs a DC programming approach (where DC stands for difference of convex functions). Recently, techniques such as mean value extension and first-order Taylor extension have been adapted from zonotopes to facilitate the propagation of CZs across nonlinear mappings. While the resulting algorithms, known as CZMV and CZFO, achieve higher precision compared to the original zonotopic versions, they still exhibit sensitivity to the wrapping and dependency effects inherent in interval arithmetic. These interval-related challenges can be mitigated through the use of DC programming, as it allows for the determination of approximation error bounds by solving optimization problems. One direct advantage of this technique is the elimination of the dependency effect. Our set-membership filter, referred to as CZDC, provides an alternative solution to CZMV and CZFO. To showcase the effectiveness of our proposed approach, we conducted experiments using CZDC on two numerical examples.
DOI
10.1016/j.automatica.2023.111401
WOS
WOS:001113706300001
Archivio
https://hdl.handle.net/11368/3073202
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85176965330
https://www.sciencedirect.com/science/article/pii/S000510982300568X
Diritti
open access
license:copyright editore
license:creative commons
license uri:iris.pri02
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
FVG url
https://arts.units.it/request-item?handle=11368/3073202
Soggetti
  • Constrained zonotope

  • DC programming

  • Discrete-time nonline...

  • Linear inequality con...

  • Nonlinear invariant

  • Set-membership filter...

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