Model Reduction of Linear Time-Periodic Dynamical Systems
Few model reduction techniques exist for dynamical systems whose parameters vary with time. We have particular interest here in linear time-periodic dynamical systems; we seek a structure-preserving algorithm for model reduction of linear time-periodic (LTP) dynamical systems of large scale that gen...
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ndltd-VTETD-oai-vtechworks.lib.vt.edu-10919-231122020-09-29T05:46:20Z Model Reduction of Linear Time-Periodic Dynamical Systems Magruder, Caleb Clarke III Mathematics Gugercin, Serkan Rossi, John F. Beattie, Christopher A. Model Reduction Time-varying Systems Few model reduction techniques exist for dynamical systems whose parameters vary with time. We have particular interest here in linear time-periodic dynamical systems; we seek a structure-preserving algorithm for model reduction of linear time-periodic (LTP) dynamical systems of large scale that generalizes from the linear time-invariant (LTI) model reduction problem.<br /><br />We extend the familiar LTI system theory to analogous concepts in the LTP setting. First, we represent the LTP system as a convolution operator of a bivariate periodic kernel function. The kernel suggests a representation of the system as a frequency operator, called the Harmonic Transfer Function. Second, we exploit the Hilbert space structure of the family of LTP systems to develop necessary conditions for optimal approximations.<br /><br />Additionally, we show an a posteriori error bound written in terms of the $\\mathcal H_2$ norm of related LTI multiple input/multiple output system. This bound inspires an algorithm to construct approximations of reduced order.<br /><br />To verify the efficacy of this algorithm we apply it to three models: (1) fluid flow around a cylinder by a finite element discretization of the Navier-Stokes equations, (2) thermal diffusion through a plate modeled by the heat equation, and (3) structural model of component 1r of the Russian service module of the International Space Station. Master of Science 2013-05-30T08:00:17Z 2013-05-30T08:00:17Z 2013-05-29 Thesis vt_gsexam:873 http://hdl.handle.net/10919/23112 In Copyright http://rightsstatements.org/vocab/InC/1.0/ ETD application/pdf Virginia Tech |
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Model Reduction Time-varying Systems |
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Model Reduction Time-varying Systems Magruder, Caleb Clarke III Model Reduction of Linear Time-Periodic Dynamical Systems |
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Few model reduction techniques exist for dynamical systems whose parameters vary with time. We have particular interest here in linear time-periodic dynamical systems; we seek a structure-preserving algorithm for model reduction of linear time-periodic (LTP) dynamical systems of large scale that generalizes from the linear time-invariant (LTI) model reduction problem.<br /><br />We extend the familiar LTI system theory to analogous concepts in the LTP setting. First, we represent the LTP system as a convolution operator of a bivariate periodic kernel function. The kernel suggests a representation of the system as a frequency operator, called the Harmonic Transfer Function. Second, we exploit the Hilbert space structure of the family of LTP systems to develop necessary conditions for optimal approximations.<br /><br />Additionally, we show an a posteriori error bound written in terms of the $\\mathcal H_2$ norm of related LTI multiple input/multiple output system. This bound inspires an algorithm to construct approximations of reduced order.<br /><br />To verify the efficacy of this algorithm we apply it to three models: (1) fluid flow around a cylinder by a finite element discretization of the Navier-Stokes equations, (2) thermal diffusion through a plate modeled by the heat equation, and (3) structural model of component 1r of the Russian service module of the International Space Station. === Master of Science |
author2 |
Mathematics |
author_facet |
Mathematics Magruder, Caleb Clarke III |
author |
Magruder, Caleb Clarke III |
author_sort |
Magruder, Caleb Clarke III |
title |
Model Reduction of Linear Time-Periodic Dynamical Systems |
title_short |
Model Reduction of Linear Time-Periodic Dynamical Systems |
title_full |
Model Reduction of Linear Time-Periodic Dynamical Systems |
title_fullStr |
Model Reduction of Linear Time-Periodic Dynamical Systems |
title_full_unstemmed |
Model Reduction of Linear Time-Periodic Dynamical Systems |
title_sort |
model reduction of linear time-periodic dynamical systems |
publisher |
Virginia Tech |
publishDate |
2013 |
url |
http://hdl.handle.net/10919/23112 |
work_keys_str_mv |
AT magrudercalebclarkeiii modelreductionoflineartimeperiodicdynamicalsystems |
_version_ |
1719345978491797504 |