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2020 | OriginalPaper | Buchkapitel

Steel Development and Optimization Using Response Surface Models

verfasst von : Jun Hu, Rachael Stewart, Erik J. Pavlina, Grant Thomas, Alexander Duggan, Roel Van De Velde

Erschienen in: TMS 2020 149th Annual Meeting & Exhibition Supplemental Proceedings

Verlag: Springer International Publishing

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Abstract

There is a significant potential to increase efficiency and focus in steel development with more advanced and sophisticated technologies. Response surface models are thereby introduced into this field to integrate ‘big data’ and computationally bridge inputs to outputs. In this work, a completed procedure is presented to show training response surface models using different algorithms based on a steel chemistry and processing database with corresponding mechanical properties. Furthermore, optimization is applied to mine feasible but undeveloped new steel possibilities from the well-trained response surface model. To validate the computation, a laboratory steel is processed, and the resulting mechanical properties are compared with the computational results.

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Literatur
1.
Zurück zum Zitat Akanuma H (2005) The significance of the composition of excavated iron fragments taken from Stratum III at the site of Kaman-Kalehöyük, Turkey. Anatolian Archaeol Stud 14:147–158 Akanuma H (2005) The significance of the composition of excavated iron fragments taken from Stratum III at the site of Kaman-Kalehöyük, Turkey. Anatolian Archaeol Stud 14:147–158
2.
Zurück zum Zitat Speer J, Matlock DK, De Cooman BC, Schroth JG (2003) Carbon partitioning into austenite after martensite transformation. Acta Mater 51(9):2611–2622CrossRef Speer J, Matlock DK, De Cooman BC, Schroth JG (2003) Carbon partitioning into austenite after martensite transformation. Acta Mater 51(9):2611–2622CrossRef
3.
Zurück zum Zitat De Moor E, Lacroix S, Clarke AJ, Penning J, Speer JG (2008) Effect of retained austenite stabilized via quench and partitioning on the strain hardening of martensitic steels. Metall Mater Trans A 39(11):2586–2595CrossRef De Moor E, Lacroix S, Clarke AJ, Penning J, Speer JG (2008) Effect of retained austenite stabilized via quench and partitioning on the strain hardening of martensitic steels. Metall Mater Trans A 39(11):2586–2595CrossRef
4.
Zurück zum Zitat Jin J-W, Park Y-D, Nam D-G, Lee SB, Kim SI, Kang N, Cho K-M (2009) Comparative analysis of strengthening with respect to microstructural evolution for 0.2 carbon DP, TRIP, QP steels. Korean J Mater Res 19(6):293–299CrossRef Jin J-W, Park Y-D, Nam D-G, Lee SB, Kim SI, Kang N, Cho K-M (2009) Comparative analysis of strengthening with respect to microstructural evolution for 0.2 carbon DP, TRIP, QP steels. Korean J Mater Res 19(6):293–299CrossRef
5.
Zurück zum Zitat Li HY, Lu XW, Li WJ, Jin XJ (2010) Microstructure and mechanical properties of an ultrahigh-strength 40SiMnNiCr steel during the one-step quenching and partitioning process. Springer, BostonCrossRef Li HY, Lu XW, Li WJ, Jin XJ (2010) Microstructure and mechanical properties of an ultrahigh-strength 40SiMnNiCr steel during the one-step quenching and partitioning process. Springer, BostonCrossRef
6.
Zurück zum Zitat Speer JG, De Moor E, Findley KO, Matlock DK, De Cooman BC, Edmonds DV (2011) Analysis of microstructure evolution in quenching and partitioning automotive sheet steel. Springer, BostonCrossRef Speer JG, De Moor E, Findley KO, Matlock DK, De Cooman BC, Edmonds DV (2011) Analysis of microstructure evolution in quenching and partitioning automotive sheet steel. Springer, BostonCrossRef
7.
Zurück zum Zitat Zhuang B, Jiang H, Tang D, Mi Z, Kuai Z (2012) Study of retained austenite in QP steel for automobile. Adv Mater Res 482–484:1436–1441CrossRef Zhuang B, Jiang H, Tang D, Mi Z, Kuai Z (2012) Study of retained austenite in QP steel for automobile. Adv Mater Res 482–484:1436–1441CrossRef
8.
Zurück zum Zitat Choi KS, Hu X, Sun X, Taylor M, De Moor E, Speer J, Matlock D (2014) Effects of constituent properties on performance improvement of a quenching and partitioning steel. In: SAE 2014 World Congress and Exhibition, April 8, 2014–April 10, 2014. SAE International, Detroit, MI, USA Choi KS, Hu X, Sun X, Taylor M, De Moor E, Speer J, Matlock D (2014) Effects of constituent properties on performance improvement of a quenching and partitioning steel. In: SAE 2014 World Congress and Exhibition, April 8, 2014–April 10, 2014. SAE International, Detroit, MI, USA
9.
Zurück zum Zitat Speer JG, De Moor E, Clarke AJ (2015) Critical assessment 7: quenching and partitioning. Mater Sci Technol (UK) 31(1):3–9CrossRef Speer JG, De Moor E, Clarke AJ (2015) Critical assessment 7: quenching and partitioning. Mater Sci Technol (UK) 31(1):3–9CrossRef
10.
Zurück zum Zitat Gorni AA (2011) Steel forming and heat treating handbook. São Vicente, Brazil, p 24 Gorni AA (2011) Steel forming and heat treating handbook. São Vicente, Brazil, p 24
11.
Zurück zum Zitat Box GE, Wilson KB (1951) On the experimental attainment of optimum conditions. J Roy Stat Soc: Ser B (Methodol) 13(1):1–38 Box GE, Wilson KB (1951) On the experimental attainment of optimum conditions. J Roy Stat Soc: Ser B (Methodol) 13(1):1–38
12.
Zurück zum Zitat ESTECO (2019) modeFRONTIER User Guide. 2019 ESTECO (2019) modeFRONTIER User Guide. 2019
13.
Zurück zum Zitat De Moor E, Gibbs PJ, Speer JG, Matlock DK, Schroth JG (2010) Strategies for third-generation advanced high-strength steel development. Iron and Steel Society, Warrendale De Moor E, Gibbs PJ, Speer JG, Matlock DK, Schroth JG (2010) Strategies for third-generation advanced high-strength steel development. Iron and Steel Society, Warrendale
Metadaten
Titel
Steel Development and Optimization Using Response Surface Models
verfasst von
Jun Hu
Rachael Stewart
Erik J. Pavlina
Grant Thomas
Alexander Duggan
Roel Van De Velde
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-36296-6_150

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