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Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization
The Magnetic Flux Leakage (MFL) visualization technique is widely used in the surface defect inspection of ferromagnetic materials. However, the information of the images detected through the MFL method is incomplete when the defect (especially for the cracks) is complex, and some information would...
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/PMC9858165/ https://www.ncbi.nlm.nih.gov/pubmed/36673307 http://dx.doi.org/10.3390/e25010167 |
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author | Li, Shengping Zhang, Jie Liu, Gaofei Chen, Nanhui Tian, Lulu Bai, Libing Chen, Cong |
author_facet | Li, Shengping Zhang, Jie Liu, Gaofei Chen, Nanhui Tian, Lulu Bai, Libing Chen, Cong |
author_sort | Li, Shengping |
collection | PubMed |
description | The Magnetic Flux Leakage (MFL) visualization technique is widely used in the surface defect inspection of ferromagnetic materials. However, the information of the images detected through the MFL method is incomplete when the defect (especially for the cracks) is complex, and some information would be lost when magnetized unidirectionally. Then, the multidirectional magnetization method is proposed to fuse the images detected under different magnetization orientations. It causes a critical problem: the existing image registration methods cannot be applied to align the images because the images are different when detected under different magnetization orientations. This study presents a novel image registration method for MFL visualization to solve this problem. In order to evaluate the registration, and to fuse the information detected in different directions, the mutual information between the reference image and the MFL image calculated by the forward model is designed as a measure. Furthermore, Particle Swarm Optimization (PSO) is used to optimize the registration process. The comparative experimental results demonstrate that this method has a higher registration accuracy for the MFL images of complex cracks than the existing methods. |
format | Online Article Text |
id | pubmed-9858165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98581652023-01-21 Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization Li, Shengping Zhang, Jie Liu, Gaofei Chen, Nanhui Tian, Lulu Bai, Libing Chen, Cong Entropy (Basel) Article The Magnetic Flux Leakage (MFL) visualization technique is widely used in the surface defect inspection of ferromagnetic materials. However, the information of the images detected through the MFL method is incomplete when the defect (especially for the cracks) is complex, and some information would be lost when magnetized unidirectionally. Then, the multidirectional magnetization method is proposed to fuse the images detected under different magnetization orientations. It causes a critical problem: the existing image registration methods cannot be applied to align the images because the images are different when detected under different magnetization orientations. This study presents a novel image registration method for MFL visualization to solve this problem. In order to evaluate the registration, and to fuse the information detected in different directions, the mutual information between the reference image and the MFL image calculated by the forward model is designed as a measure. Furthermore, Particle Swarm Optimization (PSO) is used to optimize the registration process. The comparative experimental results demonstrate that this method has a higher registration accuracy for the MFL images of complex cracks than the existing methods. MDPI 2023-01-13 /pmc/articles/PMC9858165/ /pubmed/36673307 http://dx.doi.org/10.3390/e25010167 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 Li, Shengping Zhang, Jie Liu, Gaofei Chen, Nanhui Tian, Lulu Bai, Libing Chen, Cong Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title | Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title_full | Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title_fullStr | Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title_full_unstemmed | Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title_short | Image Registration for Visualizing Magnetic Flux Leakage Testing under Different Orientations of Magnetization |
title_sort | image registration for visualizing magnetic flux leakage testing under different orientations of magnetization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9858165/ https://www.ncbi.nlm.nih.gov/pubmed/36673307 http://dx.doi.org/10.3390/e25010167 |
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