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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Format: | Article |
Language: | English |
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Wiley
2014-01-01
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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. |
format | Article |
id | doaj-art-15b158c181b24f358c1b236300e2ed58 |
institution | Kabale University |
issn | 2356-6140 1537-744X |
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 |
work_keys_str_mv | AT yangliu modelupdatingofcomplexstructuresusingthecombinationofcomponentmodesynthesisandkrigingpredictor AT yanli modelupdatingofcomplexstructuresusingthecombinationofcomponentmodesynthesisandkrigingpredictor AT dejunwang modelupdatingofcomplexstructuresusingthecombinationofcomponentmodesynthesisandkrigingpredictor AT shaoyizhang modelupdatingofcomplexstructuresusingthecombinationofcomponentmodesynthesisandkrigingpredictor |