This article presents the identification of a web winding system as an LPV system with the reel radius as the time-varying parameter. This system is non-linear, time-varying and input-output unstable. Two methods are employed: First, an LPV model is estimated in a single step using a novel approach based on sparse identification and Set Membership optimality evaluation. Then, local LTI models are identified using classical identification algorithms and the overall LPV model is constructed as a weighted sum of the local models. The two methods are applied to experimental data measured on a real web winding machine.
LPV Model Identification for a Web Winding System / RUIZ PALACIOS, FREDY ORLANDO; Vuelvas, J.; Novara, Carlo. - (2012), pp. 1779-1784. (Intervento presentato al convegno 16th IFAC Symposium on System Identification tenutosi a Brussels, Belgium nel July 11-13, 2012).
LPV Model Identification for a Web Winding System
RUIZ PALACIOS, FREDY ORLANDO;NOVARA, Carlo
2012
Abstract
This article presents the identification of a web winding system as an LPV system with the reel radius as the time-varying parameter. This system is non-linear, time-varying and input-output unstable. Two methods are employed: First, an LPV model is estimated in a single step using a novel approach based on sparse identification and Set Membership optimality evaluation. Then, local LTI models are identified using classical identification algorithms and the overall LPV model is constructed as a weighted sum of the local models. The two methods are applied to experimental data measured on a real web winding machine.Pubblicazioni consigliate
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https://hdl.handle.net/11583/2502613
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