Closed-Loop Interpolation by Moment Matching for Linear and Nonlinear Systems

The relaxation of strong stability conditions on the system to be interpolated is one of the open problems in interconnection-based interpolation by moment matching. To address this issue we revisit the interconnection-based notion of moment by introducing an output-based signal generator, called ge...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on automatic control 2024-10, p.1-16
Hauptverfasser: Moreschini, Alessio, Astolfi, Alessandro
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:The relaxation of strong stability conditions on the system to be interpolated is one of the open problems in interconnection-based interpolation by moment matching. To address this issue we revisit the interconnection-based notion of moment by introducing an output-based signal generator, called generalized signal generator . This generator, which models the desired interpolation points, is designed to drive the state of the system to the invariant manifold defining the moments. This characterization of moments yields a closed-loop scheme built from the output of the underlying system. Leveraging this scheme we characterize all systems achieving moment matching from a prescribed generalized signal generator designed to interpolate the underlying model. Furthermore, we show that the generalized signal generator can be employed in the construction of parametrized models that preserve the Lur'e structure with the same static nonlinearity. Finally, we validate the closed-loop moment matching scheme on a Chua's circuit, showing how an electronic circuit that exhibits chaotic behavior can be interpolated by an interpolant possessing a unique limit cycle.
ISSN:0018-9286
1558-2523
DOI:10.1109/TAC.2024.3484309