Dynamic Mode Decomposition for Non-autonomus Systems (CROSBI ID 699537)
Prilog sa skupa u zborniku | sažetak izlaganja sa skupa | međunarodna recenzija
Podaci o odgovornosti
Crnković, Bojan
engleski
Dynamic Mode Decomposition for Non-autonomus Systems
Numerical approximation of the Koopman operator gained attention in recent years because of the wide range of applications that was enabled by a data driven approach to approximation of spectral objects of Koopman operator. There are many different approaches to this problem but Dynamic Mode Decomposition (DMD) has shown to be a powerful tool for the analysis of nonlinear autonomous systems. However, existing DMD theory deals with autonomous systems and periodic and quasi-periodic forcing of the system. In this paper we propose an extension of Koopman operator framework from usual autonomous system setting to general non-autonomous setting with applications on linear and nonlinear dynamical systems. We propose a data driven algorithm based on DMD algorithm to obtain a time dependent finite dimensional approximation of Koopman operator.
Koopman, Dynamic Mode Decomposition
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Podaci o prilogu
1-1.
2017.
objavljeno
Podaci o matičnoj publikaciji
5th Najman Conference on Spectral Theory and Differential Equations book of abstarcts
Podaci o skupu
5th Najman Conference on Spectral Theory and Differential Equations
predavanje
10.09.2017-15.09.2017
Opatija, Hrvatska