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Identification of a cantilever beam’s spatially uncertain stiffness

This study identifies non-homogeneous stiffnesses in a non-destructive manner from simulated noisy measurements of a structural response. The finite element method serves as a discretization for the respective cantilever beam example problems: static loading and modal analysis. Karhunen–Loève expans...

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Autores principales: Hoppe, Karl-Alexander, Kronthaler, Martin G. T., Sepahvand, Kian, Marburg, Steffen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9860023/
https://www.ncbi.nlm.nih.gov/pubmed/36670136
http://dx.doi.org/10.1038/s41598-023-27755-5
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author Hoppe, Karl-Alexander
Kronthaler, Martin G. T.
Sepahvand, Kian
Marburg, Steffen
author_facet Hoppe, Karl-Alexander
Kronthaler, Martin G. T.
Sepahvand, Kian
Marburg, Steffen
author_sort Hoppe, Karl-Alexander
collection PubMed
description This study identifies non-homogeneous stiffnesses in a non-destructive manner from simulated noisy measurements of a structural response. The finite element method serves as a discretization for the respective cantilever beam example problems: static loading and modal analysis. Karhunen–Loève expansions represent the stiffness random fields. We solve the inverse problems using Bayesian inference on the Karhunen–Loève coefficients, hereby introducing a novel resonance frequency method. The flexible descriptions of both the structural stiffness uncertainty and the measurement noise characteristics allow for straightforward adoption to measurement setups and a range of non-homogeneous materials. Evaluating the inversion performance for varying stiffness covariance functions shows that the static analysis procedure outperforms the modal analysis procedure in a mean sense. However, the solution quality depends on the position within the beam for the static analysis approach, while the confidence interval height remains constant along the beam for the modal analysis. An investigation of the effect of the signal-to-noise ratio reveals that the static loading procedure yields lower errors than the dynamic procedure for the chosen configuration with ideal boundary conditions.
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spelling pubmed-98600232023-01-22 Identification of a cantilever beam’s spatially uncertain stiffness Hoppe, Karl-Alexander Kronthaler, Martin G. T. Sepahvand, Kian Marburg, Steffen Sci Rep Article This study identifies non-homogeneous stiffnesses in a non-destructive manner from simulated noisy measurements of a structural response. The finite element method serves as a discretization for the respective cantilever beam example problems: static loading and modal analysis. Karhunen–Loève expansions represent the stiffness random fields. We solve the inverse problems using Bayesian inference on the Karhunen–Loève coefficients, hereby introducing a novel resonance frequency method. The flexible descriptions of both the structural stiffness uncertainty and the measurement noise characteristics allow for straightforward adoption to measurement setups and a range of non-homogeneous materials. Evaluating the inversion performance for varying stiffness covariance functions shows that the static analysis procedure outperforms the modal analysis procedure in a mean sense. However, the solution quality depends on the position within the beam for the static analysis approach, while the confidence interval height remains constant along the beam for the modal analysis. An investigation of the effect of the signal-to-noise ratio reveals that the static loading procedure yields lower errors than the dynamic procedure for the chosen configuration with ideal boundary conditions. Nature Publishing Group UK 2023-01-20 /pmc/articles/PMC9860023/ /pubmed/36670136 http://dx.doi.org/10.1038/s41598-023-27755-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Hoppe, Karl-Alexander
Kronthaler, Martin G. T.
Sepahvand, Kian
Marburg, Steffen
Identification of a cantilever beam’s spatially uncertain stiffness
title Identification of a cantilever beam’s spatially uncertain stiffness
title_full Identification of a cantilever beam’s spatially uncertain stiffness
title_fullStr Identification of a cantilever beam’s spatially uncertain stiffness
title_full_unstemmed Identification of a cantilever beam’s spatially uncertain stiffness
title_short Identification of a cantilever beam’s spatially uncertain stiffness
title_sort identification of a cantilever beam’s spatially uncertain stiffness
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9860023/
https://www.ncbi.nlm.nih.gov/pubmed/36670136
http://dx.doi.org/10.1038/s41598-023-27755-5
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