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Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising

Laser ultrasound signal echoes are easily drowned out by the surrounding environmental noise in industrial field applications, and it is worthwhile to study methods of retaining the weak ultrasound signal during signal processing. To address this problem, this paper proposes to adopt the parameters...

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Detalles Bibliográficos
Autores principales: Mao, Xing, Yang, Quan, Wang, Xiaocheng, Li, Jingdong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823361/
https://www.ncbi.nlm.nih.gov/pubmed/36616949
http://dx.doi.org/10.3390/s23010354
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author Mao, Xing
Yang, Quan
Wang, Xiaocheng
Li, Jingdong
author_facet Mao, Xing
Yang, Quan
Wang, Xiaocheng
Li, Jingdong
author_sort Mao, Xing
collection PubMed
description Laser ultrasound signal echoes are easily drowned out by the surrounding environmental noise in industrial field applications, and it is worthwhile to study methods of retaining the weak ultrasound signal during signal processing. To address this problem, this paper proposes to adopt the parameters optimized by the whale optimization algorithm to the variational mode decomposition (VMD) of laser ultrasound signals. The optimized parameters can avoid the frequency mixing and incomplete noise separation caused by the choice of artificial VMD parameters. The Hausdorff distance is applied in the process of reconstructing the signal to help accurately select the relevant modes and improve the signal-to-noise ratio. Simulation and experimental results show that the proposed method is feasible and effective compared with the other three available denoising methods.
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spelling pubmed-98233612023-01-08 Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising Mao, Xing Yang, Quan Wang, Xiaocheng Li, Jingdong Sensors (Basel) Article Laser ultrasound signal echoes are easily drowned out by the surrounding environmental noise in industrial field applications, and it is worthwhile to study methods of retaining the weak ultrasound signal during signal processing. To address this problem, this paper proposes to adopt the parameters optimized by the whale optimization algorithm to the variational mode decomposition (VMD) of laser ultrasound signals. The optimized parameters can avoid the frequency mixing and incomplete noise separation caused by the choice of artificial VMD parameters. The Hausdorff distance is applied in the process of reconstructing the signal to help accurately select the relevant modes and improve the signal-to-noise ratio. Simulation and experimental results show that the proposed method is feasible and effective compared with the other three available denoising methods. MDPI 2022-12-29 /pmc/articles/PMC9823361/ /pubmed/36616949 http://dx.doi.org/10.3390/s23010354 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
Mao, Xing
Yang, Quan
Wang, Xiaocheng
Li, Jingdong
Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title_full Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title_fullStr Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title_full_unstemmed Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title_short Application of Variational Mode Decomposition and Whale Optimization Algorithm to Laser Ultrasonic Signal Denoising
title_sort application of variational mode decomposition and whale optimization algorithm to laser ultrasonic signal denoising
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9823361/
https://www.ncbi.nlm.nih.gov/pubmed/36616949
http://dx.doi.org/10.3390/s23010354
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