Characterization of the evolution of recrystallization by fluctuation and fractal analyses of the magnetic hysteresis loop in a cold rolled non-oriented electric steel
Autor(a) principal: | |
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Data de Publicação: | 2011 |
Outros Autores: | , , , , |
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 In this study, samples of an electric steel, cold rolled 50% in thickness, were withdrawn during the industrial heat treatment at temperatures of 575, 580, 600, 620 and 730 °C with the objective of evaluating the evolution of recrystallization with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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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 |
_version_ |
1813028923191066624 |