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Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation
The characteristics of constitutive behavior and microstructure evolution of GW103K magnesium alloy were investigated via hot compression tests at a strain rate of 0.001–1 s(−1) and a temperature of 623–773 K. The rheological stress of GW103K alloy decreased with increasing temperature or decreasing...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230154/ https://www.ncbi.nlm.nih.gov/pubmed/35744175 http://dx.doi.org/10.3390/ma15124116 |
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author | Yin, Lan Wu, Yunxin |
author_facet | Yin, Lan Wu, Yunxin |
author_sort | Yin, Lan |
collection | PubMed |
description | The characteristics of constitutive behavior and microstructure evolution of GW103K magnesium alloy were investigated via hot compression tests at a strain rate of 0.001–1 s(−1) and a temperature of 623–773 K. The rheological stress of GW103K alloy decreased with increasing temperature or decreasing strain rate during hot deformation. Three models including the Johnson Cook (JC) model, the strain-compensated Arrhenius (SCA) model and back-propagation neural networks (BPNN) were applied to describe the constitutive relationships. Subsequently, the predictability and precision of the models were compared by evaluating the correlation coefficient (R), root mean square errors (RMSE), and relative errors (RE). Compared with the JC and SCA models, the BPNN model was more efficient and had higher prediction accuracy in describing flow stress behavior. Furthermore, EBSD maps confirmed that magnesium alloy easily causes dynamic recrystallization (DRX) during hot deformation. The volume fraction and size of DRX grains increased with decreasing strain rate and/or increasing temperature. |
format | Online Article Text |
id | pubmed-9230154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92301542022-06-25 Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation Yin, Lan Wu, Yunxin Materials (Basel) Article The characteristics of constitutive behavior and microstructure evolution of GW103K magnesium alloy were investigated via hot compression tests at a strain rate of 0.001–1 s(−1) and a temperature of 623–773 K. The rheological stress of GW103K alloy decreased with increasing temperature or decreasing strain rate during hot deformation. Three models including the Johnson Cook (JC) model, the strain-compensated Arrhenius (SCA) model and back-propagation neural networks (BPNN) were applied to describe the constitutive relationships. Subsequently, the predictability and precision of the models were compared by evaluating the correlation coefficient (R), root mean square errors (RMSE), and relative errors (RE). Compared with the JC and SCA models, the BPNN model was more efficient and had higher prediction accuracy in describing flow stress behavior. Furthermore, EBSD maps confirmed that magnesium alloy easily causes dynamic recrystallization (DRX) during hot deformation. The volume fraction and size of DRX grains increased with decreasing strain rate and/or increasing temperature. MDPI 2022-06-09 /pmc/articles/PMC9230154/ /pubmed/35744175 http://dx.doi.org/10.3390/ma15124116 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 Yin, Lan Wu, Yunxin Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title | Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title_full | Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title_fullStr | Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title_full_unstemmed | Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title_short | Comparison of Constitutive Models and Microstructure Evolution of GW103K Magnesium Alloy during Hot Deformation |
title_sort | comparison of constitutive models and microstructure evolution of gw103k magnesium alloy during hot deformation |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9230154/ https://www.ncbi.nlm.nih.gov/pubmed/35744175 http://dx.doi.org/10.3390/ma15124116 |
work_keys_str_mv | AT yinlan comparisonofconstitutivemodelsandmicrostructureevolutionofgw103kmagnesiumalloyduringhotdeformation AT wuyunxin comparisonofconstitutivemodelsandmicrostructureevolutionofgw103kmagnesiumalloyduringhotdeformation |