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Set-based state estimation and fault diagnosis of linear discrete-time descriptor systems using constrained zonotopes

Rego B. S.
•
Raimondo D. M.
•
Raffo G. V.
2020
  • journal article

Periodico
IFAC PAPERSONLINE
Abstract
This paper presents new methods for set-valued state estimation and active fault diagnosis of linear descriptor systems. The algorithms are based on constrained zonotopes, a generalization of zonotopes capable of describing strongly asymmetric convex sets, while retaining the computational advantages of zonotopes. Additionally, unlike other set representations like intervals, zonotopes, ellipsoids, paralletopes, among others, linear static constraints on the state variables, typical of descriptor systems, can be directly incorporated in the mathematical description of constrained zonotopes. Therefore, the proposed methods lead to more accurate results in state estimation in comparison to existing methods based on the previous sets without requiring rank assumptions on the structure of the descriptor system and with a fair trade-off between accuracy and efficiency. These advantages are highlighted in two numerical examples.
DOI
10.1016/j.ifacol.2020.12.2484
WOS
WOS:000652592500692
Archivio
https://hdl.handle.net/11368/3099337
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85107718511
https://www.sciencedirect.com/science/article/pii/S2405896320331943
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by-nc-nd/4.0/
FVG url
https://arts.units.it/bitstream/11368/3099337/1/2008.09732v1.pdf
Soggetti
  • Constrained zonotope

  • Descriptor system

  • Fault diagnosi

  • Set-based estimation

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