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A Novel Approach to Set-Membership Observer for Systems with Unknown Exogenous Inputs

2022/10/19 by Marvin Jesse, Dawei Sun, Jesse, Marvin +3
Engineering · #Fault Detection and Control Systems #Control Systems and Identification #Advanced Control Systems Optimization

paper · pdf · doi:10.48550/arxiv.2210.10927

Abstract

Motivated by the increasing need to monitor safety-critical systems subject to uncertainties, a novel set-membership approach is proposed to estimate the state of a dynamical system with unknown-but-bounded exogenous inputs. The proposed method decomposes the system into the strongly observable and weakly unobservable subsystem in which an unknown input observer and an ellipsoidal set-membership observer are designed for each subsystem, respectively. The conditions for the boundedness of the proposed set estimate are discussed, and the proposed set-membership observer is also tested numerically using illustrative examples.

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