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A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures

Dynamic displacement plays an essential role in structural health monitoring. To overcome the shortcomings of displacement measured directly, such as installation difficulty of monitoring devices, this paper proposes a smart reconstruction method, which can realize real-time intelligent online recon...

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Detalles Bibliográficos
Autores principales: Zhang, Qing, Fu, Xing, Sun, Zhiguo, Ren, Liang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9105693/
https://www.ncbi.nlm.nih.gov/pubmed/35590856
http://dx.doi.org/10.3390/s22093167
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author Zhang, Qing
Fu, Xing
Sun, Zhiguo
Ren, Liang
author_facet Zhang, Qing
Fu, Xing
Sun, Zhiguo
Ren, Liang
author_sort Zhang, Qing
collection PubMed
description Dynamic displacement plays an essential role in structural health monitoring. To overcome the shortcomings of displacement measured directly, such as installation difficulty of monitoring devices, this paper proposes a smart reconstruction method, which can realize real-time intelligent online reconstruction of structural displacement. Unlike the existing approaches, the proposed algorithm combines the improved mode superposition methods that is suitable for complex beam structures with the Kalman filtering approach using acceleration and strain data. The effectiveness of the proposed multi-rate data fusion method for dynamic displacement reconstruction is demonstrated by both numerical simulation and model vibration experiment. Parametric analysis shows that the reconstruction error is only 5% when the noise signal to noise ratio is 5 dB, illustrating that the proposed algorithm has excellent anti-noise performance. The results also indicate that both the high-frequency and low-frequency components of the dynamic displacements can be accurately reconstructed through the proposed method, which has good robustness.
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spelling pubmed-91056932022-05-14 A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures Zhang, Qing Fu, Xing Sun, Zhiguo Ren, Liang Sensors (Basel) Article Dynamic displacement plays an essential role in structural health monitoring. To overcome the shortcomings of displacement measured directly, such as installation difficulty of monitoring devices, this paper proposes a smart reconstruction method, which can realize real-time intelligent online reconstruction of structural displacement. Unlike the existing approaches, the proposed algorithm combines the improved mode superposition methods that is suitable for complex beam structures with the Kalman filtering approach using acceleration and strain data. The effectiveness of the proposed multi-rate data fusion method for dynamic displacement reconstruction is demonstrated by both numerical simulation and model vibration experiment. Parametric analysis shows that the reconstruction error is only 5% when the noise signal to noise ratio is 5 dB, illustrating that the proposed algorithm has excellent anti-noise performance. The results also indicate that both the high-frequency and low-frequency components of the dynamic displacements can be accurately reconstructed through the proposed method, which has good robustness. MDPI 2022-04-20 /pmc/articles/PMC9105693/ /pubmed/35590856 http://dx.doi.org/10.3390/s22093167 Text en © 2022 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
Zhang, Qing
Fu, Xing
Sun, Zhiguo
Ren, Liang
A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title_full A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title_fullStr A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title_full_unstemmed A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title_short A Smart Multi-Rate Data Fusion Method for Displacement Reconstruction of Beam Structures
title_sort smart multi-rate data fusion method for displacement reconstruction of beam structures
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9105693/
https://www.ncbi.nlm.nih.gov/pubmed/35590856
http://dx.doi.org/10.3390/s22093167
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