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Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor

The trends of “fashionalization”, “personalization” and “customization” of wool fabrics have prompted the textile industry to change the original processing design based on the experience of engineers and trial production. In order to adapt to the promotion of intelligent production, the microstruct...

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Detalles Bibliográficos
Autores principales: Zhu, Jiani, Ma, Youwei, Ding, Guoqing, Liu, Manhua, Chen, Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422320/
https://www.ncbi.nlm.nih.gov/pubmed/37571596
http://dx.doi.org/10.3390/s23156813
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author Zhu, Jiani
Ma, Youwei
Ding, Guoqing
Liu, Manhua
Chen, Xin
author_facet Zhu, Jiani
Ma, Youwei
Ding, Guoqing
Liu, Manhua
Chen, Xin
author_sort Zhu, Jiani
collection PubMed
description The trends of “fashionalization”, “personalization” and “customization” of wool fabrics have prompted the textile industry to change the original processing design based on the experience of engineers and trial production. In order to adapt to the promotion of intelligent production, the microstructure of wool fabrics is introduced into the finishing process. This article presents an automated method to extract the microstructure from the micro-CT data of woven wool fabrics. Firstly, image processing was performed on the 3D micro-CT images of the fabric. The raw grayscale data were converted into eigenvectors of the structure tensor to segment the individual yarns. These data were then used to calculate the three parameters of diameter, spacing and the path of the center points of the yarn for the microstructure. The experimental results showed that the proposed method was quite accurate and robust on woven single-ply tweed fabrics.
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spelling pubmed-104223202023-08-13 Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor Zhu, Jiani Ma, Youwei Ding, Guoqing Liu, Manhua Chen, Xin Sensors (Basel) Article The trends of “fashionalization”, “personalization” and “customization” of wool fabrics have prompted the textile industry to change the original processing design based on the experience of engineers and trial production. In order to adapt to the promotion of intelligent production, the microstructure of wool fabrics is introduced into the finishing process. This article presents an automated method to extract the microstructure from the micro-CT data of woven wool fabrics. Firstly, image processing was performed on the 3D micro-CT images of the fabric. The raw grayscale data were converted into eigenvectors of the structure tensor to segment the individual yarns. These data were then used to calculate the three parameters of diameter, spacing and the path of the center points of the yarn for the microstructure. The experimental results showed that the proposed method was quite accurate and robust on woven single-ply tweed fabrics. MDPI 2023-07-31 /pmc/articles/PMC10422320/ /pubmed/37571596 http://dx.doi.org/10.3390/s23156813 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
Zhu, Jiani
Ma, Youwei
Ding, Guoqing
Liu, Manhua
Chen, Xin
Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title_full Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title_fullStr Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title_full_unstemmed Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title_short Extraction of the Microstructure of Wool Fabrics Based on Structure Tensor
title_sort extraction of the microstructure of wool fabrics based on structure tensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422320/
https://www.ncbi.nlm.nih.gov/pubmed/37571596
http://dx.doi.org/10.3390/s23156813
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AT liumanhua extractionofthemicrostructureofwoolfabricsbasedonstructuretensor
AT chenxin extractionofthemicrostructureofwoolfabricsbasedonstructuretensor