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Using set invariance to design robust interval observers for discrete-time linear systems

Abstract : Based on interval and invariant set computation, an interval version of the Luenberger state observer for uncertain discrete-time linear systems is proposed in this work. This new interval observer provides a punctual estimation of the state vector and guaranteed bounds on the estimation error. An off-line and an on-line approach to characterize, in a guaranteed way, the estimation error are introduced. Compared with the existing approaches, the proposed interval observer design method is not restrictive in terms of required assumptions, complexity, and on-line computation time. Furthermore, the convergence issue of the estimation error is well established and to reduce the conservatism of the estimated state enclosure induced by the bounded additive state disturbance and noise measurement, an H∞ method to compute the optimal observer gain is proposed. The performance of the proposed state estimation approach are highlighted on different illustrative examples.
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https://hal.archives-ouvertes.fr/hal-01781030
Contributor : Nacim Meslem Connect in order to contact the contributor
Submitted on : Saturday, April 28, 2018 - 10:47:09 PM
Last modification on : Wednesday, November 3, 2021 - 5:08:09 AM

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Nacim Meslem, Nassim Loukkas, John Jairo Martinez Molina. Using set invariance to design robust interval observers for discrete-time linear systems. International Journal of Robust and Nonlinear Control, Wiley, 2018, pp.1--17. ⟨10.1002/rnc.4103⟩. ⟨hal-01781030⟩

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