Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel

Detalhes bibliográficos
Autor(a) principal: Silva, Francisco Estênio da
Data de Publicação: 2011
Outros Autores: Freitas, Francisco Nélio Costa, Abreu, Hamilton Ferreira Gomes de, Gonçalves, Lindberg Lima, Moura, Elineudo Pinho de, Silva, Manoel Ribeiro da
Tipo de documento: Artigo de conferência
Idioma: por
Título da fonte: Repositório Institucional da Universidade Federal do Ceará (UFC)
Texto Completo: https://doi.org/10.1007/s10853-010-5215-8
http://www.repositorio.ufc.br/handle/riufc/63893
Resumo: Silicon steels with non-oriented grains are widely used in the fabrication of electrical motor nucleus where a low magnetic loss is an important point. The performance of these motors is affected by the level of recrystallization of these steels which can come from the steel plant in a semi-processed condition. In this condition, they have a partially deformed structure and are submitted to an adequate annealing heat treatment, after reaching the end shape, to get an appropriate magnetic property. In this study, samples of an electric steel, cold rolled 50% in thickness, were withdrawn during the industrial heat treatment at temperatures of 575, 580, 600, 620 and 730 °C with the objective of evaluating the evolution of recrystallization with temperature. Magnetic properties were measured at room temperature in a vibrating sample magnetometer and the changes in magnetic hysteresis loop with temperature have been identified by using two pattern classification techniques, principal-component analysis and Karhunen-Loève (KL) expansion, associated with statistical fluctuations and fractal analyses. The fluctuation and fractal analyses were used as preprocessing tools of the series which are built from each hysteresis loop, properly renormalized, whose values correspond to the amplitudes of the loop at given equally spaced values of the renormalized field interpolated between the experimental data. The samples have been classified in four sets corresponding to different temperatures, and to samples without annealing heat treatment and recrystallized ones. The classification of the different microstructures have been obtained by applying the two pattern classification techniques to the vectors obtained from the preprocessing, and in particular a 100% success rate has been reached by using KL expansion.
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spelling Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steelCharacterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steelHysteresis loopFractal analysisMagnetic lossStatistical fluctuationMagnetic hysteresis loopSilicon steels with non-oriented grains are widely used in the fabrication of electrical motor nucleus where a low magnetic loss is an important point. The performance of these motors is affected by the level of recrystallization of these steels which can come from the steel plant in a semi-processed condition. In this condition, they have a partially deformed structure and are submitted to an adequate annealing heat treatment, after reaching the end shape, to get an appropriate magnetic property. In this study, samples of an electric steel, cold rolled 50% in thickness, were withdrawn during the industrial heat treatment at temperatures of 575, 580, 600, 620 and 730 °C with the objective of evaluating the evolution of recrystallization with temperature. Magnetic properties were measured at room temperature in a vibrating sample magnetometer and the changes in magnetic hysteresis loop with temperature have been identified by using two pattern classification techniques, principal-component analysis and Karhunen-Loève (KL) expansion, associated with statistical fluctuations and fractal analyses. The fluctuation and fractal analyses were used as preprocessing tools of the series which are built from each hysteresis loop, properly renormalized, whose values correspond to the amplitudes of the loop at given equally spaced values of the renormalized field interpolated between the experimental data. The samples have been classified in four sets corresponding to different temperatures, and to samples without annealing heat treatment and recrystallized ones. The classification of the different microstructures have been obtained by applying the two pattern classification techniques to the vectors obtained from the preprocessing, and in particular a 100% success rate has been reached by using KL expansion.Springer Scienc - https://www.springer.com/journal/108532022-02-11T14:05:44Z2022-02-11T14:05:44Z2011info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjectapplication/pdfSILVA, Francisco Estênio da; FREITAS, Francisco Nélio Costa; ABREU, Hamilton Ferreira Gomes de; GONÇALVES, Lindberg Lima; MOURA, Elineudo Pinho de; SILVA, Manoel Ribeiro da. Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel. J Mater Sci, v. 46, p.3282–3290, 2011.1573-4803 online0022-2461 printDOI 10.1007/s10853-010-52158https://doi.org/10.1007/s10853-010-5215-8http://www.repositorio.ufc.br/handle/riufc/63893Silva, Francisco Estênio daFreitas, Francisco Nélio CostaAbreu, Hamilton Ferreira Gomes deGonçalves, Lindberg LimaMoura, Elineudo Pinho deSilva, Manoel Ribeiro daporreponame:Repositório Institucional da Universidade Federal do Ceará (UFC)instname:Universidade Federal do Ceará (UFC)instacron:UFCinfo:eu-repo/semantics/openAccess2022-12-07T13:58:24Zoai:repositorio.ufc.br:riufc/63893Repositório InstitucionalPUBhttp://www.repositorio.ufc.br/ri-oai/requestbu@ufc.br || repositorio@ufc.bropendoar:2024-09-11T18:43:48.401483Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)false
dc.title.none.fl_str_mv Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
title Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
spellingShingle Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
Silva, Francisco Estênio da
Hysteresis loop
Fractal analysis
Magnetic loss
Statistical fluctuation
Magnetic hysteresis loop
title_short Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
title_full Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
title_fullStr Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
title_full_unstemmed Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
title_sort Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
author Silva, Francisco Estênio da
author_facet Silva, Francisco Estênio da
Freitas, Francisco Nélio Costa
Abreu, Hamilton Ferreira Gomes de
Gonçalves, Lindberg Lima
Moura, Elineudo Pinho de
Silva, Manoel Ribeiro da
author_role author
author2 Freitas, Francisco Nélio Costa
Abreu, Hamilton Ferreira Gomes de
Gonçalves, Lindberg Lima
Moura, Elineudo Pinho de
Silva, Manoel Ribeiro da
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Silva, Francisco Estênio da
Freitas, Francisco Nélio Costa
Abreu, Hamilton Ferreira Gomes de
Gonçalves, Lindberg Lima
Moura, Elineudo Pinho de
Silva, Manoel Ribeiro da
dc.subject.por.fl_str_mv Hysteresis loop
Fractal analysis
Magnetic loss
Statistical fluctuation
Magnetic hysteresis loop
topic Hysteresis loop
Fractal analysis
Magnetic loss
Statistical fluctuation
Magnetic hysteresis loop
description Silicon steels with non-oriented grains are widely used in the fabrication of electrical motor nucleus where a low magnetic loss is an important point. The performance of these motors is affected by the level of recrystallization of these steels which can come from the steel plant in a semi-processed condition. In this condition, they have a partially deformed structure and are submitted to an adequate annealing heat treatment, after reaching the end shape, to get an appropriate magnetic property. In this study, samples of an electric steel, cold rolled 50% in thickness, were withdrawn during the industrial heat treatment at temperatures of 575, 580, 600, 620 and 730 °C with the objective of evaluating the evolution of recrystallization with temperature. Magnetic properties were measured at room temperature in a vibrating sample magnetometer and the changes in magnetic hysteresis loop with temperature have been identified by using two pattern classification techniques, principal-component analysis and Karhunen-Loève (KL) expansion, associated with statistical fluctuations and fractal analyses. The fluctuation and fractal analyses were used as preprocessing tools of the series which are built from each hysteresis loop, properly renormalized, whose values correspond to the amplitudes of the loop at given equally spaced values of the renormalized field interpolated between the experimental data. The samples have been classified in four sets corresponding to different temperatures, and to samples without annealing heat treatment and recrystallized ones. The classification of the different microstructures have been obtained by applying the two pattern classification techniques to the vectors obtained from the preprocessing, and in particular a 100% success rate has been reached by using KL expansion.
publishDate 2011
dc.date.none.fl_str_mv 2011
2022-02-11T14:05:44Z
2022-02-11T14:05:44Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
format conferenceObject
status_str publishedVersion
dc.identifier.uri.fl_str_mv SILVA, Francisco Estênio da; FREITAS, Francisco Nélio Costa; ABREU, Hamilton Ferreira Gomes de; GONÇALVES, Lindberg Lima; MOURA, Elineudo Pinho de; SILVA, Manoel Ribeiro da. Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel. J Mater Sci, v. 46, p.3282–3290, 2011.
1573-4803 online
0022-2461 print
DOI 10.1007/s10853-010-52158
https://doi.org/10.1007/s10853-010-5215-8
http://www.repositorio.ufc.br/handle/riufc/63893
identifier_str_mv SILVA, Francisco Estênio da; FREITAS, Francisco Nélio Costa; ABREU, Hamilton Ferreira Gomes de; GONÇALVES, Lindberg Lima; MOURA, Elineudo Pinho de; SILVA, Manoel Ribeiro da. Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel. J Mater Sci, v. 46, p.3282–3290, 2011.
1573-4803 online
0022-2461 print
DOI 10.1007/s10853-010-52158
url https://doi.org/10.1007/s10853-010-5215-8
http://www.repositorio.ufc.br/handle/riufc/63893
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Springer Scienc - https://www.springer.com/journal/10853
publisher.none.fl_str_mv Springer Scienc - https://www.springer.com/journal/10853
dc.source.none.fl_str_mv reponame:Repositório Institucional da Universidade Federal do Ceará (UFC)
instname:Universidade Federal do Ceará (UFC)
instacron:UFC
instname_str Universidade Federal do Ceará (UFC)
instacron_str UFC
institution UFC
reponame_str Repositório Institucional da Universidade Federal do Ceará (UFC)
collection Repositório Institucional da Universidade Federal do Ceará (UFC)
repository.name.fl_str_mv Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)
repository.mail.fl_str_mv bu@ufc.br || repositorio@ufc.br
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