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Set-valued state estimators for a class of uncertain discrete-time nonlinear systems

  • Nacim Meslem*
  • , Youdao Ma
  • , Zhenhua Wang
  • , Tarek Raïssi
  • *Corresponding author for this work
  • Université Grenoble Alpes
  • Harbin Institute of Technology
  • Conservatoire national des arts et métiers

Research output: Contribution to journalArticlepeer-review

Abstract

Set-membership state estimation problem for a certain class of discrete-time nonlinear systems is tackled in this work. First, this problem is formulated as a reachability analysis problem. Then, to avoid the wrapping effect, explicit expression of the general solution of this class of systems is used to design new set-valued state estimation schemes. Moreover, for practical considerations, two periodically re-initialized algorithms based on both interval analysis and zonotope computation are introduced. The merit of the proposed approach is illustrated on a numerical example and its performance is compared to that of other methods borrowed from the literature.

Original languageEnglish
Article number101004
JournalEuropean Journal of Control
Volume78
DOIs
StatePublished - Jul 2024

Keywords

  • Positively invariant set
  • Set-membership state estimators
  • Set-valued theory
  • State observers
  • Uncertain discrete-time nonlinear systems

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