Title :
Dedicated periodic scheduling sequences for LPV system identification
Author :
Felici, Federico ; van Wingerden, Jan-Willem ; Verhaegen, Michel
Author_Institution :
Delft Center for Syst. & Control, Delft Univ. of Technol., Delft, Netherlands
Abstract :
In the past, research has focused on the identification of LPV systems in general form, allowing arbitrary variation of the scheduling sequence. This article proposes to restrict the scheduling sequence to a periodic sequence during the identification experiment, allowing the use of subspace techniques known from LTI system identification to identify a periodically time varying model. Unfortunately this periodic model will have a different state basis at each time step. Therefore we propose an algorithm to convert the periodic model to a uniform state basis, allowing to determine the underlying LPV system matrices. Sufficient conditions on the LPV system for this method to work are derived, and a simulation study is presented.
Keywords :
identification; linear systems; periodic control; scheduling; time-varying systems; LPV system identification; linear parameter varying system; periodic scheduling sequence; time varying model; Approximation methods; Equations; Noise; Observability; Reactive power; Time-varying systems; Vectors; Canonical Correlation Analysis; LPV systems; Periodic systems; Subspace identification;
Conference_Titel :
Control Conference (ECC), 2007 European
Conference_Location :
Kos
Print_ISBN :
978-3-9524173-8-6