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Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis

Quenching is one of the major processes of heat treatment of medium carbon steel that aims at improving its mechanical properties. However, the effectiveness of this process is dependent on several control factors that must be maximized to obtain optimum results in terms of hardness, yield strength,...

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Autores principales: Agboola, O.O., Ikubanni, P.P., Adeleke, A.A., Adediran, A.A., Adesina, O.S., Aliyu, S.J., Olabamiji, T.S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7364040/
https://www.ncbi.nlm.nih.gov/pubmed/32695915
http://dx.doi.org/10.1016/j.heliyon.2020.e04444
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author Agboola, O.O.
Ikubanni, P.P.
Adeleke, A.A.
Adediran, A.A.
Adesina, O.S.
Aliyu, S.J.
Olabamiji, T.S.
author_facet Agboola, O.O.
Ikubanni, P.P.
Adeleke, A.A.
Adediran, A.A.
Adesina, O.S.
Aliyu, S.J.
Olabamiji, T.S.
author_sort Agboola, O.O.
collection PubMed
description Quenching is one of the major processes of heat treatment of medium carbon steel that aims at improving its mechanical properties. However, the effectiveness of this process is dependent on several control factors that must be maximized to obtain optimum results in terms of hardness, yield strength, ultimate tensile strength among others. This study aims at optimizing the process of improving the mechanical properties of medium carbon steel by varying some key factors like the quenchant used (A), heat treatment temperature (B), and soaking time (C). The measured responses in this study were the hardness, yield strength (YS), and ultimate tensile strength (UTS). Optimization was conducted in two stages. The first stage dealt with the mono-optimization of process parameters using Taguchi's Signal-to-Noise (S/N) ratio. A total of nine (9) experiments were performed based on standard L9 orthogonal array because each of the three control factors has three (3) levels. The second stage was multi-objective optimization using Taguchi-based grey relational analysis (GRA). The optimal conditions for hardness, YS, and UTS were obtained at A(2)B(3)C(3), A(3)B(2)C(3), and A(3)B(3)C(3), respectively. Using ANOVA as statistical analysis, it was observed that the soaking time was the main control factor for all three measured responses (31.95% contribution ratio for hardness, 62.46%, and 66.76% for YS and UTS, respectively), while the quenchant had the least contribution. Analysis of the Taguchi-based GRA revealed that the results obtained are in total conformance to that of the Taguchi method, with soaking time having the highest contribution ratio of 69.41%.
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spelling pubmed-73640402020-07-20 Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis Agboola, O.O. Ikubanni, P.P. Adeleke, A.A. Adediran, A.A. Adesina, O.S. Aliyu, S.J. Olabamiji, T.S. Heliyon Article Quenching is one of the major processes of heat treatment of medium carbon steel that aims at improving its mechanical properties. However, the effectiveness of this process is dependent on several control factors that must be maximized to obtain optimum results in terms of hardness, yield strength, ultimate tensile strength among others. This study aims at optimizing the process of improving the mechanical properties of medium carbon steel by varying some key factors like the quenchant used (A), heat treatment temperature (B), and soaking time (C). The measured responses in this study were the hardness, yield strength (YS), and ultimate tensile strength (UTS). Optimization was conducted in two stages. The first stage dealt with the mono-optimization of process parameters using Taguchi's Signal-to-Noise (S/N) ratio. A total of nine (9) experiments were performed based on standard L9 orthogonal array because each of the three control factors has three (3) levels. The second stage was multi-objective optimization using Taguchi-based grey relational analysis (GRA). The optimal conditions for hardness, YS, and UTS were obtained at A(2)B(3)C(3), A(3)B(2)C(3), and A(3)B(3)C(3), respectively. Using ANOVA as statistical analysis, it was observed that the soaking time was the main control factor for all three measured responses (31.95% contribution ratio for hardness, 62.46%, and 66.76% for YS and UTS, respectively), while the quenchant had the least contribution. Analysis of the Taguchi-based GRA revealed that the results obtained are in total conformance to that of the Taguchi method, with soaking time having the highest contribution ratio of 69.41%. Elsevier 2020-07-15 /pmc/articles/PMC7364040/ /pubmed/32695915 http://dx.doi.org/10.1016/j.heliyon.2020.e04444 Text en © 2020 Published by Elsevier Ltd. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Agboola, O.O.
Ikubanni, P.P.
Adeleke, A.A.
Adediran, A.A.
Adesina, O.S.
Aliyu, S.J.
Olabamiji, T.S.
Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title_full Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title_fullStr Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title_full_unstemmed Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title_short Optimization of heat treatment parameters of medium carbon steel quenched in different media using Taguchi method and grey relational analysis
title_sort optimization of heat treatment parameters of medium carbon steel quenched in different media using taguchi method and grey relational analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7364040/
https://www.ncbi.nlm.nih.gov/pubmed/32695915
http://dx.doi.org/10.1016/j.heliyon.2020.e04444
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