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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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Detalles Bibliográficos
Autores principales: Liu, Yang, Li, Yan, Wang, Dejun, Zhang, Shaoyi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3919094/
https://www.ncbi.nlm.nih.gov/pubmed/24634612
http://dx.doi.org/10.1155/2014/476219
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author Liu, Yang
Li, Yan
Wang, Dejun
Zhang, Shaoyi
author_facet Liu, Yang
Li, Yan
Wang, Dejun
Zhang, Shaoyi
author_sort Liu, Yang
collection PubMed
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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spelling pubmed-39190942014-03-16 Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor Liu, Yang Li, Yan Wang, Dejun Zhang, Shaoyi ScientificWorldJournal Research Article 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. Hindawi Publishing Corporation 2014-01-22 /pmc/articles/PMC3919094/ /pubmed/24634612 http://dx.doi.org/10.1155/2014/476219 Text en Copyright © 2014 Yang Liu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Liu, Yang
Li, Yan
Wang, Dejun
Zhang, Shaoyi
Model Updating of Complex Structures Using the Combination of Component Mode Synthesis and Kriging Predictor
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
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3919094/
https://www.ncbi.nlm.nih.gov/pubmed/24634612
http://dx.doi.org/10.1155/2014/476219
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