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Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model

Due to insufficient test data, insufficient constraint equations and uncertain objective function, the local optimal solution and the global optimal solution of the objective function in finite element model updating may represent the actual parameters of the structure. Based on this, this paper pro...

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Autores principales: Kang, Juntao, Zhang, Xueqiang, Cao, Hongyou, Qin, Shiqiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7436328/
https://www.ncbi.nlm.nih.gov/pubmed/32751863
http://dx.doi.org/10.3390/s20154274
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author Kang, Juntao
Zhang, Xueqiang
Cao, Hongyou
Qin, Shiqiang
author_facet Kang, Juntao
Zhang, Xueqiang
Cao, Hongyou
Qin, Shiqiang
author_sort Kang, Juntao
collection PubMed
description Due to insufficient test data, insufficient constraint equations and uncertain objective function, the local optimal solution and the global optimal solution of the objective function in finite element model updating may represent the actual parameters of the structure. Based on this, this paper proposes an improved artificial fish school algorithm. By combining the niche technology with the artificial fish school algorithm, the improved algorithm can systematically find multiple global optimal solutions and local optimal solutions of the objective function. Aiming at the difficulty of determining the niche radius, an adaptive niche radius mechanism is proposed. The improved algorithm is used to study the multi-alternatives problem of finite element model updating after verifying its feasibility through numerical simulation analysis. In the case of benchmark framework model updating, it is confirmed that multi-alternative problems exist and the global optimal solution of the objective function does not necessarily represent the true parameters of the structure. In case 2, the improved algorithm combined with the Kriging model is applied to the model updating of a cable-stayed footbridge, and 15 sets of solutions are obtained, in which the error objective function values of the measured and theoretical values of the bridge modes are close but the solutions are completely different. Combining with the actual bridge condition and reanalysis technology, the author takes the suboptimal solution 2 as the most representative solution of the bridge parameters, which reduces the possibility of misjudgment of structural parameters.
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spelling pubmed-74363282020-08-24 Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model Kang, Juntao Zhang, Xueqiang Cao, Hongyou Qin, Shiqiang Sensors (Basel) Article Due to insufficient test data, insufficient constraint equations and uncertain objective function, the local optimal solution and the global optimal solution of the objective function in finite element model updating may represent the actual parameters of the structure. Based on this, this paper proposes an improved artificial fish school algorithm. By combining the niche technology with the artificial fish school algorithm, the improved algorithm can systematically find multiple global optimal solutions and local optimal solutions of the objective function. Aiming at the difficulty of determining the niche radius, an adaptive niche radius mechanism is proposed. The improved algorithm is used to study the multi-alternatives problem of finite element model updating after verifying its feasibility through numerical simulation analysis. In the case of benchmark framework model updating, it is confirmed that multi-alternative problems exist and the global optimal solution of the objective function does not necessarily represent the true parameters of the structure. In case 2, the improved algorithm combined with the Kriging model is applied to the model updating of a cable-stayed footbridge, and 15 sets of solutions are obtained, in which the error objective function values of the measured and theoretical values of the bridge modes are close but the solutions are completely different. Combining with the actual bridge condition and reanalysis technology, the author takes the suboptimal solution 2 as the most representative solution of the bridge parameters, which reduces the possibility of misjudgment of structural parameters. MDPI 2020-07-31 /pmc/articles/PMC7436328/ /pubmed/32751863 http://dx.doi.org/10.3390/s20154274 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kang, Juntao
Zhang, Xueqiang
Cao, Hongyou
Qin, Shiqiang
Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title_full Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title_fullStr Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title_full_unstemmed Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title_short Research on Multi-Alternatives Problem of Finite Element Model Updating Based on IAFSA and Kriging Model
title_sort research on multi-alternatives problem of finite element model updating based on iafsa and kriging model
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7436328/
https://www.ncbi.nlm.nih.gov/pubmed/32751863
http://dx.doi.org/10.3390/s20154274
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