Glavaški, Sonja and Marsden, Jerrold E. and Murray, Richard M. (1998) Model reduction, centering, and the Karhunen-Loeve expansion. In: IEEE Conference on Decision and Control, 37th (CDC 1998), Tampa, FL, 16-18 December 1998. Vol.2. IEEE , Piscataway, NJ, pp. 2071-2076. ISBN 0-7803-4394-8. https://resolver.caltech.edu/CaltechAUTHORS:GLAcdc98
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Abstract
We propose a new computationally efficient modeling method that captures a given translation symmetry in a system. To obtain a low order approximate system of ODEs, prior to performing a Karhunen Loeve expansion, we process the available data set using a “centering” procedure. This approach has been shown to be efficient in nonlinear scalar wave equations.
Item Type: | Book Section | |||||||||
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Additional Information: | © Copyright 1998 IEEE. Reprinted with permission. Meeting Date: 12/16/1998 - 12/18/1998. The authors are thankful to Igor Mezić, John Doyle, Michael Dellnitz, and Larry Sirovich for many helpful and educational discussions. | |||||||||
Subject Keywords: | Galerkin method; nonlinear systems; partial differential equations; reduced order systems; series (mathematics); Karhunen-Loeve expansion; centering; model reduction; nonlinear scalar wave equations; translation symmetry | |||||||||
DOI: | 10.1109/CDC.1998.758639 | |||||||||
Record Number: | CaltechAUTHORS:GLAcdc98 | |||||||||
Persistent URL: | https://resolver.caltech.edu/CaltechAUTHORS:GLAcdc98 | |||||||||
Usage Policy: | No commercial reproduction, distribution, display or performance rights in this work are provided. | |||||||||
ID Code: | 12615 | |||||||||
Collection: | CaltechAUTHORS | |||||||||
Deposited By: | INVALID USER | |||||||||
Deposited On: | 15 Dec 2008 21:51 | |||||||||
Last Modified: | 08 Nov 2021 22:31 |
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