Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor

Updating the structural model of complex structures is time-consuming due to the large size of the finite element model (FEM). Using conventional methods for these cases is computationally expensive or even impossible. A two-level method, which combined the Kriging predictor and the component mode s...

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Main Authors: Yang Liu, Yan Li, Dejun Wang, Shaoyi Zhang
Format: Article
Language:English
Published: Wiley 2014-01-01
Series:The Scientific World Journal
Online Access:http://dx.doi.org/10.1155/2014/476219
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author Yang Liu
Yan Li
Dejun Wang
Shaoyi Zhang
author_facet Yang Liu
Yan Li
Dejun Wang
Shaoyi Zhang
author_sort Yang Liu
collection DOAJ
description Updating the structural model of complex structures is time-consuming due to the large size of the finite element model (FEM). Using conventional methods for these cases is computationally expensive or even impossible. A two-level method, which combined the Kriging predictor and the component mode synthesis (CMS) technique, was proposed to ensure the successful implementing of FEM updating of large-scale structures. In the first level, the CMS was applied to build a reasonable condensed FEM of complex structures. In the second level, the Kriging predictor that was deemed as a surrogate FEM in structural dynamics was generated based on the condensed FEM. Some key issues of the application of the metamodel (surrogate FEM) to FEM updating were also discussed. Finally, the effectiveness of the proposed method was demonstrated by updating the FEM of a real arch bridge with the measured modal parameters.
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institution Kabale University
issn 2356-6140
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language English
publishDate 2014-01-01
publisher Wiley
record_format Article
series The Scientific World Journal
spelling doaj-art-15b158c181b24f358c1b236300e2ed582025-02-03T05:45:56ZengWileyThe Scientific World Journal2356-61401537-744X2014-01-01201410.1155/2014/476219476219Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging PredictorYang Liu0Yan Li1Dejun Wang2Shaoyi Zhang3School of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, ChinaSchool of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, ChinaSchool of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, ChinaSchool of Transportation Science and Engineering, Harbin Institute of Technology, Harbin 150090, ChinaUpdating the structural model of complex structures is time-consuming due to the large size of the finite element model (FEM). Using conventional methods for these cases is computationally expensive or even impossible. A two-level method, which combined the Kriging predictor and the component mode synthesis (CMS) technique, was proposed to ensure the successful implementing of FEM updating of large-scale structures. In the first level, the CMS was applied to build a reasonable condensed FEM of complex structures. In the second level, the Kriging predictor that was deemed as a surrogate FEM in structural dynamics was generated based on the condensed FEM. Some key issues of the application of the metamodel (surrogate FEM) to FEM updating were also discussed. Finally, the effectiveness of the proposed method was demonstrated by updating the FEM of a real arch bridge with the measured modal parameters.http://dx.doi.org/10.1155/2014/476219
spellingShingle Yang Liu
Yan Li
Dejun Wang
Shaoyi Zhang
Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
The Scientific World Journal
title Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
title_full Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
title_fullStr Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
title_full_unstemmed Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
title_short Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
title_sort model updating of complex structures using the combination of component mode synthesis and kriging predictor
url http://dx.doi.org/10.1155/2014/476219
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AT dejunwang modelupdatingofcomplexstructuresusingthecombinationofcomponentmodesynthesisandkrigingpredictor
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