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...
Autores principales: | , , , |
---|---|
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 |