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An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography
Online monitoring of laser welding depth is increasingly important, with the growing demand for the precise welding depth in the field of power battery manufacturing for new energy vehicles. The indirect methods of welding depth measurement based on optical radiation, visual image and acoustic signa...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10255984/ https://www.ncbi.nlm.nih.gov/pubmed/37299951 http://dx.doi.org/10.3390/s23115223 |
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author | Xie, Guanming Wang, Sanhong Zhang, Yueqiang Hu, Biao Fu, Yu Yu, Qifeng Li, You |
author_facet | Xie, Guanming Wang, Sanhong Zhang, Yueqiang Hu, Biao Fu, Yu Yu, Qifeng Li, You |
author_sort | Xie, Guanming |
collection | PubMed |
description | Online monitoring of laser welding depth is increasingly important, with the growing demand for the precise welding depth in the field of power battery manufacturing for new energy vehicles. The indirect methods of welding depth measurement based on optical radiation, visual image and acoustic signals in the process zone have low accuracy in the continuous monitoring. Optical coherence tomography (OCT) provides a direct welding depth measurement during laser welding and shows high achievable accuracy in continuous monitoring. Statistical evaluation approach accurately extracts the welding depth from OCT data but suffers from complexity in noise removal. In this paper, an efficient method coupled DBSCAN (Density-Based Spatial Clustering of Application with Noise) and percentile filter for laser welding depth determination was proposed. The noise of the OCT data were viewed as outliers and detected by DBSCAN. After eliminating the noise, the percentile filter was used to extract the welding depth. By comparing the welding depth determined by this approach and the actual weld depth of longitudinal cross section, an average error of less than 5% was obtained. The precise laser welding depth can be efficiently achieved by the method. |
format | Online Article Text |
id | pubmed-10255984 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102559842023-06-10 An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography Xie, Guanming Wang, Sanhong Zhang, Yueqiang Hu, Biao Fu, Yu Yu, Qifeng Li, You Sensors (Basel) Article Online monitoring of laser welding depth is increasingly important, with the growing demand for the precise welding depth in the field of power battery manufacturing for new energy vehicles. The indirect methods of welding depth measurement based on optical radiation, visual image and acoustic signals in the process zone have low accuracy in the continuous monitoring. Optical coherence tomography (OCT) provides a direct welding depth measurement during laser welding and shows high achievable accuracy in continuous monitoring. Statistical evaluation approach accurately extracts the welding depth from OCT data but suffers from complexity in noise removal. In this paper, an efficient method coupled DBSCAN (Density-Based Spatial Clustering of Application with Noise) and percentile filter for laser welding depth determination was proposed. The noise of the OCT data were viewed as outliers and detected by DBSCAN. After eliminating the noise, the percentile filter was used to extract the welding depth. By comparing the welding depth determined by this approach and the actual weld depth of longitudinal cross section, an average error of less than 5% was obtained. The precise laser welding depth can be efficiently achieved by the method. MDPI 2023-05-31 /pmc/articles/PMC10255984/ /pubmed/37299951 http://dx.doi.org/10.3390/s23115223 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 Xie, Guanming Wang, Sanhong Zhang, Yueqiang Hu, Biao Fu, Yu Yu, Qifeng Li, You An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title | An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title_full | An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title_fullStr | An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title_full_unstemmed | An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title_short | An Efficient Method for Laser Welding Depth Determination Using Optical Coherence Tomography |
title_sort | efficient method for laser welding depth determination using optical coherence tomography |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10255984/ https://www.ncbi.nlm.nih.gov/pubmed/37299951 http://dx.doi.org/10.3390/s23115223 |
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