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Bibliographic Details
Main Authors: Doebeli, Carlos, Astolfi, Alessandro, Kalise, Dante, Moreschini, Alessio, Scarciotti, Giordano, Simard, Joel
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2412.13371
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Table of Contents:
  • We propose a procedure for the numerical approximation of invariance equations arising in the moment matching technique associated with reduced-order modeling of high-dimensional dynamical systems. The Galerkin residual method is employed to find an approximate solution to the invariance equation using a Newton iteration on the coefficients of a monomial basis expansion of the solution. These solutions to the invariance equations can then be used to construct reduced-order models. We assess the ability of the method to solve the invariance PDE system as well as to achieve moment matching and recover the steady-state behaviour of nonlinear systems with state dimension of order 1000 driven by linear and nonlinear signal generators.