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Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics

The microstructure of molten marks changes according to ambient temperatures, when a short circuit occurs. Investigation of microstructural changes is important for understanding the properties of copper and examining the cause of a fire. In this study, the boundary characteristics and grain-size di...

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Autores principales: Park, Jinyoung, Kang, Joo-Hee, Jang, Hyo-Sun, Ko, Young Ho, Bang, Sun Bae
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9267163/
https://www.ncbi.nlm.nih.gov/pubmed/35806659
http://dx.doi.org/10.3390/ma15134534
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author Park, Jinyoung
Kang, Joo-Hee
Jang, Hyo-Sun
Ko, Young Ho
Bang, Sun Bae
author_facet Park, Jinyoung
Kang, Joo-Hee
Jang, Hyo-Sun
Ko, Young Ho
Bang, Sun Bae
author_sort Park, Jinyoung
collection PubMed
description The microstructure of molten marks changes according to ambient temperatures, when a short circuit occurs. Investigation of microstructural changes is important for understanding the properties of copper and examining the cause of a fire. In this study, the boundary characteristics and grain-size distribution of molten marks—primary-arc beads (PABs), which short-circuited at room temperature (25 °C), and secondary-arc beads (SABs), which short-circuited at high temperatures (600 °C, 900 °C)—were compared using electron backscatter diffraction. The distribution of Σ3 boundaries was compared, and it was found that SABs have a higher fraction of Σ3 boundaries than PABs. Moreover, it was confirmed that the ratio of maximum grain size (area) to the total area of the molten mark in SABs is larger than that in PABs. Thus, reliable discriminant factors were suggested, such as the fraction of Σ3 boundaries and normalized maximum grain size, which can distinguish PABs and SABs. The four discriminant factors, such as the (001)//LD, GAR, fraction of Σ3 boundaries, and fraction of maximum grain size to the total molten-mark area, were verified using the machine learning of t-SNE and Pearson correlation analyses.
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spelling pubmed-92671632022-07-09 Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics Park, Jinyoung Kang, Joo-Hee Jang, Hyo-Sun Ko, Young Ho Bang, Sun Bae Materials (Basel) Article The microstructure of molten marks changes according to ambient temperatures, when a short circuit occurs. Investigation of microstructural changes is important for understanding the properties of copper and examining the cause of a fire. In this study, the boundary characteristics and grain-size distribution of molten marks—primary-arc beads (PABs), which short-circuited at room temperature (25 °C), and secondary-arc beads (SABs), which short-circuited at high temperatures (600 °C, 900 °C)—were compared using electron backscatter diffraction. The distribution of Σ3 boundaries was compared, and it was found that SABs have a higher fraction of Σ3 boundaries than PABs. Moreover, it was confirmed that the ratio of maximum grain size (area) to the total area of the molten mark in SABs is larger than that in PABs. Thus, reliable discriminant factors were suggested, such as the fraction of Σ3 boundaries and normalized maximum grain size, which can distinguish PABs and SABs. The four discriminant factors, such as the (001)//LD, GAR, fraction of Σ3 boundaries, and fraction of maximum grain size to the total molten-mark area, were verified using the machine learning of t-SNE and Pearson correlation analyses. MDPI 2022-06-28 /pmc/articles/PMC9267163/ /pubmed/35806659 http://dx.doi.org/10.3390/ma15134534 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
Park, Jinyoung
Kang, Joo-Hee
Jang, Hyo-Sun
Ko, Young Ho
Bang, Sun Bae
Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title_full Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title_fullStr Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title_full_unstemmed Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title_short Potential Method to Distinguish Copper Molten Marks Using Boundary and Grain Characteristics
title_sort potential method to distinguish copper molten marks using boundary and grain characteristics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9267163/
https://www.ncbi.nlm.nih.gov/pubmed/35806659
http://dx.doi.org/10.3390/ma15134534
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