Cargando…

Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method

The inverse finite element method (iFEM) is a novel method for reconstructing the full-field displacement of structures by discrete measurement strain. In practical engineering applications, the accuracy of iFEM is reduced due to the positional offset of strain sensors during installation and errors...

Descripción completa

Detalles Bibliográficos
Autores principales: Lu, Jiewei, He, Dahang, Zhao, Zhenyi, Bao, Hong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10347140/
https://www.ncbi.nlm.nih.gov/pubmed/37447641
http://dx.doi.org/10.3390/s23135793
_version_ 1785073479231471616
author Lu, Jiewei
He, Dahang
Zhao, Zhenyi
Bao, Hong
author_facet Lu, Jiewei
He, Dahang
Zhao, Zhenyi
Bao, Hong
author_sort Lu, Jiewei
collection PubMed
description The inverse finite element method (iFEM) is a novel method for reconstructing the full-field displacement of structures by discrete measurement strain. In practical engineering applications, the accuracy of iFEM is reduced due to the positional offset of strain sensors during installation and errors in structural installation. Therefore, a coarse and fine two-stage calibration (CFTSC) method is proposed to enhance the accuracy of the reconstruction of structures. Firstly, the coarse calibration is based on a single-objective particle swarm optimization algorithm (SOPSO) to optimize the displacement–strain transformation matrix related to the sensor position. Secondly, as selecting different training data can affect the training effect of self-constructed fuzzy networks (SCFN), this paper proposes to screen the appropriate training data based on residual analysis. Finally, the experiments of the wing-integrated antenna structure verify the efficiency of the method on the reconstruction accuracy of the structural body displacement field.
format Online
Article
Text
id pubmed-10347140
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-103471402023-07-15 Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method Lu, Jiewei He, Dahang Zhao, Zhenyi Bao, Hong Sensors (Basel) Article The inverse finite element method (iFEM) is a novel method for reconstructing the full-field displacement of structures by discrete measurement strain. In practical engineering applications, the accuracy of iFEM is reduced due to the positional offset of strain sensors during installation and errors in structural installation. Therefore, a coarse and fine two-stage calibration (CFTSC) method is proposed to enhance the accuracy of the reconstruction of structures. Firstly, the coarse calibration is based on a single-objective particle swarm optimization algorithm (SOPSO) to optimize the displacement–strain transformation matrix related to the sensor position. Secondly, as selecting different training data can affect the training effect of self-constructed fuzzy networks (SCFN), this paper proposes to screen the appropriate training data based on residual analysis. Finally, the experiments of the wing-integrated antenna structure verify the efficiency of the method on the reconstruction accuracy of the structural body displacement field. MDPI 2023-06-21 /pmc/articles/PMC10347140/ /pubmed/37447641 http://dx.doi.org/10.3390/s23135793 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Lu, Jiewei
He, Dahang
Zhao, Zhenyi
Bao, Hong
Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title_full Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title_fullStr Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title_full_unstemmed Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title_short Coarse and Fine Two-Stage Calibration Method for Enhancing the Accuracy of Inverse Finite Element Method
title_sort coarse and fine two-stage calibration method for enhancing the accuracy of inverse finite element method
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10347140/
https://www.ncbi.nlm.nih.gov/pubmed/37447641
http://dx.doi.org/10.3390/s23135793
work_keys_str_mv AT lujiewei coarseandfinetwostagecalibrationmethodforenhancingtheaccuracyofinversefiniteelementmethod
AT hedahang coarseandfinetwostagecalibrationmethodforenhancingtheaccuracyofinversefiniteelementmethod
AT zhaozhenyi coarseandfinetwostagecalibrationmethodforenhancingtheaccuracyofinversefiniteelementmethod
AT baohong coarseandfinetwostagecalibrationmethodforenhancingtheaccuracyofinversefiniteelementmethod