Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering · 2009 · 16 citations · 11 references
State EstimationNonlinear System IdentificationParameter IdentificationEngineeringProportional ControllerMechatronicsDynamic Integral ControllerProcess ControlComputer EngineeringSystems EngineeringModeling And SimulationIntegration ControlClosed-loop System IdSystem IdentificationSignal ProcessingControl Engineering
This paper studies the closed-loop system identification (ID) error when a dynamic integral controller is used. Pseudo-random binary sequence (PRBS) q-Markov covariance equivalent realization (Cover) is used to identify the closed-loop model, and the open-loop model is obtained based upon the identified closed-loop model. Accurate open-loop models were obtained using PRBS q-Markov Cover system ID directly. For closed-loop system ID, accurate open-loop identified models were obtained with a proportional controller, but when a dynamic controller was used, low-frequency system ID error was found. This study suggests that extra caution is required when a dynamic integral controller is used for closed-loop system identification. The closed-loop identification framework also has significant effects on closed-loop identification error. Both first- and second-order examples are provided in this paper.
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Closed-loop identification revisited
Urban Forssell, Lennart Ljung · Automatica · 1999 · 725 citations
Mathematical Programming, Parameter Identification, Engineering +10
Identification and control — Closed-loop issues
Paul M.J. Van den Hof, Ruud J.P. Schrama · Automatica · 1995 · 434 citations