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Set‐membership estimation of switched LPV systems: Application to fault/disturbance estimation

Shuang Zhang, Vicenç Puig, Sara Ifqir

2024International Journal of Robust and Nonlinear Control10 citationsDOIOpen Access PDF

Abstract

Summary This paper proposes a set‐membership state estimation method for Switched Linear Parameter Varying (SLPV) systems subject to unknown but bounded parametric uncertainties, disturbances and noises. A zonotopic outer approximation of the state estimation domain is computed at every time iteration. The size of this zonotope is designed to be convergent and bounded by satisfying ‐radius‐based and Average Dwell Time (ADT) conditions that are formulated in the Linear Matrix Inequality (LMI) framework. An extension of the state estimation method is presented to address the fault/disturbance estimation problem for SLPV systems. By using the state augmentation technique, the fault/disturbance estimation problem is transformed into a state estimation problem of the generated augmented descriptor switched LPV system. An application to vehicle lateral dynamics fault estimation is used for assessment purposes. Simulation results demonstrate the effectiveness of the proposed algorithm and highlight its advantages over the existing methods.

Topics & Concepts

Control theory (sociology)Bounded functionParametric statisticsState (computer science)MathematicsFault detection and isolationSet (abstract data type)EstimationFault (geology)Mathematical optimizationComputer scienceDwell timeDomain (mathematical analysis)AlgorithmEngineeringControl (management)Artificial intelligenceStatisticsMedicineMathematical analysisSeismologySystems engineeringClinical psychologyActuatorProgramming languageGeologyFault Detection and Control SystemsControl Systems and IdentificationStability and Control of Uncertain Systems
Set‐membership estimation of switched LPV systems: Application to fault/disturbance estimation | Litcius