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Joint state and parameter estimation based on constrained zonotopes

Rego B. S.
•
Locatelli D.
•
Raimondo D. M.
•
Raffo G. V.
2022
  • journal article

Periodico
AUTOMATICA
Abstract
This note presents a new method for set-based joint state and parameter estimation of discrete-time systems using constrained zonotopes. This is done by extending previous set-based state estimation methods to include parameter identification in a unified framework. Unlike in interval-based methods, the existing dependencies between states and model parameters are maintained from one time step to the next, thus providing a more accurate estimation scheme. In addition, the enclosure of states and parameters is refined using measurements through generalized intersections, which are properly captured by constrained zonotopes. The advantages of the new approach are highlighted in two numerical examples.
DOI
10.1016/j.automatica.2022.110425
WOS
WOS:000833421200012
Archivio
https://hdl.handle.net/11368/3073205
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85131840790
https://www.sciencedirect.com/science/article/pii/S0005109822002795
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=11368/3073205
Soggetti
  • Constrained zonotope

  • Nonlinear state estim...

  • Parameter identificat...

  • Set-based computing

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