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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...

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Detalles Bibliográficos
Autores principales: Li, Shengping, Zhang, Jie, Liu, Gaofei, Chen, Nanhui, Tian, Lulu, Bai, Libing, Chen, Cong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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