Article (Scientific journals)
On the exploitation of chaos to build reduced-order models
Kerschen, Gaëtan; Feeny, B. F.; Golinval, Jean-Claude
2003In Computer Methods in Applied Mechanics and Engineering, 192 (13-14), p. 1785-1795
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Keywords :
model reduction; non-linear dynamics; proper orthogonal decomposition; chaos
Abstract :
[en] The present study focuses on the model reduction of non-linear systems. The proper orthogonal decomposition is exploited to compute eigenmodes from time series of displacement. These eigenmodes, called the proper orthogonal modes, are optimal with respect to energy content and are used to build a low-dimensional model of the non-linear system. For this purpose, the proper orthogonal modes obtained from a chaotic orbit are considered. Indeed, such an orbit is assumed to cover a portion of the phase space of higher dimension, and hence of greater measure. This higher dimensional data is further assumed to contain more information about the system dynamics than data of a lower-dimensional periodic orbit. In an example, it is shown that the modes for this particular behaviour are more representative of the system dynamics than any other set of modes extracted from a non-chaotic response. This is applied to a buckled beam with two permanent magnets and the reduced-order model is validated using both qualitative and quantitative comparisons. (C) 2003 Elsevier Science B.V. All rights reserved.
Disciplines :
Computer science
Mathematics
Mechanical engineering
Engineering, computing & technology: Multidisciplinary, general & others
Author, co-author :
Kerschen, Gaëtan  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > Laboratoire de structures et systèmes spatiaux
Feeny, B. F.;  Michigan State University > Department of Mechanical Engineering > Engineering Building
Golinval, Jean-Claude  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > LTAS - Vibrations et identification des structures
Language :
English
Title :
On the exploitation of chaos to build reduced-order models
Publication date :
2003
Journal title :
Computer Methods in Applied Mechanics and Engineering
ISSN :
0045-7825
eISSN :
1879-2138
Publisher :
Elsevier Science Sa, Lausanne, Switzerland
Volume :
192
Issue :
13-14
Pages :
1785-1795
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 18 August 2009

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