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Erschienen in: Journal of Materials Engineering and Performance 3/2014

01.03.2014

Multiresponse Optimization of Mechanical Properties and Formability of Hot Rolled Microalloyed Steels

verfasst von: Daavood Mirahmadi Khaki, Mohsen Ayaz, Nasrollah Bani Mostafa Arab, Ali Noroozi

Erschienen in: Journal of Materials Engineering and Performance | Ausgabe 3/2014

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Abstract

In this study, a 23 factorial design analysis was conducted to screen the significant factors influencing the mechanical properties and formability of Nb-microalloyed steel sheets in hot-rolling process and for optimizing these factors to predict maximum yield strength (YS), ultimate tensile strength (UTS), elongation (El), and dome height (DH), simultaneously. For this purpose, two levels for the major hot-rolling process parameters of roughing temperature (RT), finishing temperature (FT), and coiling temperature (CT) were chosen; eight experiments for each response were conducted. From the analysis of variance, the most important parameters affecting the YS, UTS, El, and DH were determined, and satisfactory prediction regression models were derived. It was observed that optimal condition of factors for the best combination of response variables was obtained at 1150 °C of RT, 836 °C of FT, and 604 °C of CT. Findings of this research show that the obtained predicted values were close to the experimental values indicating suitability of the models.

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Literatur
1.
Zurück zum Zitat P.C.M. Rodrigues, E.V. Pereloma, and D.B. Santos, Mechanical Properties of an HSLA Bainitic Steel Subjected to Controlled Rolling with Accelerated Cooling, Mater. Sci. Eng. A, 2000, 283, p 136–143CrossRef P.C.M. Rodrigues, E.V. Pereloma, and D.B. Santos, Mechanical Properties of an HSLA Bainitic Steel Subjected to Controlled Rolling with Accelerated Cooling, Mater. Sci. Eng. A, 2000, 283, p 136–143CrossRef
2.
Zurück zum Zitat Z. Jia, R.D.K. Misra, R. O’Malley, and S.J. Jansto, Fine-Scale Precipitation and Mechanical Properties of Thin Slab Processed Titanium-Niobium Bearing High Strength Steels, Mater. Sci. Eng. A, 2011, 528, p 7077–7083CrossRef Z. Jia, R.D.K. Misra, R. O’Malley, and S.J. Jansto, Fine-Scale Precipitation and Mechanical Properties of Thin Slab Processed Titanium-Niobium Bearing High Strength Steels, Mater. Sci. Eng. A, 2011, 528, p 7077–7083CrossRef
3.
Zurück zum Zitat B. Dutta, E.J. Palmiere, and C.M. Sellars, Modelling the Kinetics of Strain Induced Precipitation in Nb Microalloyed Steels, Acta Mater., 2001, 49, p 785–794CrossRef B. Dutta, E.J. Palmiere, and C.M. Sellars, Modelling the Kinetics of Strain Induced Precipitation in Nb Microalloyed Steels, Acta Mater., 2001, 49, p 785–794CrossRef
4.
Zurück zum Zitat J. Zrnik, T. Kvackaj, D. Sripinproach, and P. Sricharoenchai, Influence of Plastic Deformation Conditions on Structure Evolution in Nb-Ti Microalloyed Steel, J. Mater. Process. Technol., 2003, 133, p 236–242CrossRef J. Zrnik, T. Kvackaj, D. Sripinproach, and P. Sricharoenchai, Influence of Plastic Deformation Conditions on Structure Evolution in Nb-Ti Microalloyed Steel, J. Mater. Process. Technol., 2003, 133, p 236–242CrossRef
5.
Zurück zum Zitat M. Militzer, E.B. Hawbolt, and T.R. Meadowcroft, Microstructural Model for Hot Strip Rolling of High-Strength Low-Alloy Steels, Metall. Mater. Trans. A, 2000, 31A, p 1247–1259CrossRef M. Militzer, E.B. Hawbolt, and T.R. Meadowcroft, Microstructural Model for Hot Strip Rolling of High-Strength Low-Alloy Steels, Metall. Mater. Trans. A, 2000, 31A, p 1247–1259CrossRef
6.
Zurück zum Zitat P.K. Ray, R.I. Ganguly, and A.K. Panda, Optimization of Mechanical Properties of an HSLA-100 Steel Through Control of Heat Treatment Variables, Mater. Sci. Eng. A, 2003, 346, p 122–131CrossRef P.K. Ray, R.I. Ganguly, and A.K. Panda, Optimization of Mechanical Properties of an HSLA-100 Steel Through Control of Heat Treatment Variables, Mater. Sci. Eng. A, 2003, 346, p 122–131CrossRef
7.
Zurück zum Zitat P. Das, S. Mukherjee, S. Ganguly, B.K. Bhattacharyay, and S. Datta, Genetic Algorithm Based Optimization for Multi-Physical Properties of HSLA Steel Through Hybridization of Neural Network and Desirability Function, Comput. Mater. Sci., 2009, 45, p 104–110CrossRef P. Das, S. Mukherjee, S. Ganguly, B.K. Bhattacharyay, and S. Datta, Genetic Algorithm Based Optimization for Multi-Physical Properties of HSLA Steel Through Hybridization of Neural Network and Desirability Function, Comput. Mater. Sci., 2009, 45, p 104–110CrossRef
8.
Zurück zum Zitat H. Monajati, D. Asefi, A. Parsapour, and S. Abbasi, Analysis of the Effects of Processing Parameters on Mechanical Properties and Formability of Cold Rolled Low Carbon Steel Sheets Using Neural Networks, Comput. Mater. Sci., 2010, 49, p 876–881CrossRef H. Monajati, D. Asefi, A. Parsapour, and S. Abbasi, Analysis of the Effects of Processing Parameters on Mechanical Properties and Formability of Cold Rolled Low Carbon Steel Sheets Using Neural Networks, Comput. Mater. Sci., 2010, 49, p 876–881CrossRef
9.
Zurück zum Zitat P. Saravanakumar, V. Jothimani, L. Sureshbabu, S. Ayyappan, D. Noorullah, and P.G. Venkatakrishna, Prediction of Mechanical Properties of Low Carbon Steel in Hot Rolling Process Using Artificial Neural Network Model, Procedia Eng., 2012, 38, p 3418–3425CrossRef P. Saravanakumar, V. Jothimani, L. Sureshbabu, S. Ayyappan, D. Noorullah, and P.G. Venkatakrishna, Prediction of Mechanical Properties of Low Carbon Steel in Hot Rolling Process Using Artificial Neural Network Model, Procedia Eng., 2012, 38, p 3418–3425CrossRef
10.
Zurück zum Zitat S. Datta and M.K. Banerjee, Kohonen Network Modelling of Thermo-Mechanically Processed HSLA Steel, ISIJ Int., 2004, 44, p 846–851CrossRef S. Datta and M.K. Banerjee, Kohonen Network Modelling of Thermo-Mechanically Processed HSLA Steel, ISIJ Int., 2004, 44, p 846–851CrossRef
11.
Zurück zum Zitat S. Datta and M.K. Banerjee, Certainty Factor Estimation Using Petri Neural Net for HSLA Steel, ISIJ Int., 2005, 45, p 121–126CrossRef S. Datta and M.K. Banerjee, Certainty Factor Estimation Using Petri Neural Net for HSLA Steel, ISIJ Int., 2005, 45, p 121–126CrossRef
12.
Zurück zum Zitat S. Datta and M.K. Banerjee, Mapping the Input Output Relationship in HSLA Steels Through Expert Neural Network, Mater. Sci. Eng. A, 2006, 420, p 254–264CrossRef S. Datta and M.K. Banerjee, Mapping the Input Output Relationship in HSLA Steels Through Expert Neural Network, Mater. Sci. Eng. A, 2006, 420, p 254–264CrossRef
13.
Zurück zum Zitat S.K. Panda and D.R. Kumar, Improvement in Formability of Tailor Welded Blanks by Application of Counter Pressure in Biaxial Stretch Forming, J. Mater. Process. Technol., 2008, 204, p 70–79CrossRef S.K. Panda and D.R. Kumar, Improvement in Formability of Tailor Welded Blanks by Application of Counter Pressure in Biaxial Stretch Forming, J. Mater. Process. Technol., 2008, 204, p 70–79CrossRef
14.
Zurück zum Zitat V. Karthik, R.J. Comstock, D.L. Hershberger, and R.H. Wagoner, Variability of Sheet Formability and Formability Testing, J. Mater. Process. Technol., 2002, 121, p 350–362CrossRef V. Karthik, R.J. Comstock, D.L. Hershberger, and R.H. Wagoner, Variability of Sheet Formability and Formability Testing, J. Mater. Process. Technol., 2002, 121, p 350–362CrossRef
15.
Zurück zum Zitat D.C. Montgomery, Design and Analysis of Experiments, John Wiley & Sons, New York, 2001 D.C. Montgomery, Design and Analysis of Experiments, John Wiley & Sons, New York, 2001
16.
Zurück zum Zitat F. Boratto, R. Barbosa, S. Yue, and J.J. Jonas, Proceedings of International Conference THERMEC 88, I. Tamura, Ed. (Tokyo), ISIJ, 1988, p 383–390 F. Boratto, R. Barbosa, S. Yue, and J.J. Jonas, Proceedings of International Conference THERMEC 88, I. Tamura, Ed. (Tokyo), ISIJ, 1988, p 383–390
17.
Zurück zum Zitat A.A. Gorni and C.G. Cavalcanti, Modeling the Controlled Rolling Critical Temperatures Using Empirical Equations and Neural Networks, 7th International Conference on Steel Rolling (Chiba), ISIJ, 1998, p 629–633 A.A. Gorni and C.G. Cavalcanti, Modeling the Controlled Rolling Critical Temperatures Using Empirical Equations and Neural Networks, 7th International Conference on Steel Rolling (Chiba), ISIJ, 1998, p 629–633
18.
Zurück zum Zitat G.P.G. Box, J.S. Hunter, and W.G. Hunter, Statistics for Experimenters: Design, Innovation and Discovery, John Wiley & Sons, New York, 2005 G.P.G. Box, J.S. Hunter, and W.G. Hunter, Statistics for Experimenters: Design, Innovation and Discovery, John Wiley & Sons, New York, 2005
19.
Zurück zum Zitat Minitab 2011, MINITAB ® Release 16 Statistical Software for Windows, Minitab Inc., State College, PA, 2011 Minitab 2011, MINITAB ® Release 16 Statistical Software for Windows, Minitab Inc., State College, PA, 2011
20.
Zurück zum Zitat M. Jahazi and B. Egbali, The Influence of Hot Rolling Parameters on the Microstructure and Mechanical Properties of an Ultra-High Strength Steel, J. Mater. Process. Technol., 2000, 103, p 276–279CrossRef M. Jahazi and B. Egbali, The Influence of Hot Rolling Parameters on the Microstructure and Mechanical Properties of an Ultra-High Strength Steel, J. Mater. Process. Technol., 2000, 103, p 276–279CrossRef
21.
Zurück zum Zitat M. Olasolo, P. Uranga, J.M. Rodriguez-Ibabe, and B. López, Effect of Coiling Temperature on Microstructure and Mechanical Properties of a Nb-V Microalloyed Steel, Mater. Sci. Forum, 2010, 638–642, p 3350–3355CrossRef M. Olasolo, P. Uranga, J.M. Rodriguez-Ibabe, and B. López, Effect of Coiling Temperature on Microstructure and Mechanical Properties of a Nb-V Microalloyed Steel, Mater. Sci. Forum, 2010, 638–642, p 3350–3355CrossRef
22.
Zurück zum Zitat H. Andrade, M. Akben, and J.J. Jonas, Effect of Molybdenum, Niobium, and Vanadium on Static Recovery and Recrystallization and on Solute Strengthening in Microalloyed Steels, Metall. Mater. Trans. A, 1983, 14, p 1967–1977CrossRef H. Andrade, M. Akben, and J.J. Jonas, Effect of Molybdenum, Niobium, and Vanadium on Static Recovery and Recrystallization and on Solute Strengthening in Microalloyed Steels, Metall. Mater. Trans. A, 1983, 14, p 1967–1977CrossRef
23.
Zurück zum Zitat M.L. Brown and R.K. Ham, Dislocation-Particle Interactions, Strengthening Methods in Crystals, A. Kelly and R.B. Nicholson, Ed., Elsevier, Amsterdam, 1971, p 9–135 M.L. Brown and R.K. Ham, Dislocation-Particle Interactions, Strengthening Methods in Crystals, A. Kelly and R.B. Nicholson, Ed., Elsevier, Amsterdam, 1971, p 9–135
24.
Zurück zum Zitat M.C. Zhao, K. Yang, and Y. Shan, The Effect of Thermo-Mechanical Control Process on Microstructure and Mechanical Properties of a Commercial Pipeline Steel, Mater. Sci. Eng. A, 2002, 335, p 14–20CrossRef M.C. Zhao, K. Yang, and Y. Shan, The Effect of Thermo-Mechanical Control Process on Microstructure and Mechanical Properties of a Commercial Pipeline Steel, Mater. Sci. Eng. A, 2002, 335, p 14–20CrossRef
25.
Zurück zum Zitat J.L. Lanzagorta, D. Jorge-Badiola, and I. Gutiérrez, Effect of the Strain Reversal on Austenite-Ferrite Phase Transformation in a Nb-Microalloyed Steel, Mater. Sci. Eng. A, 2010, 527, p 934–940CrossRef J.L. Lanzagorta, D. Jorge-Badiola, and I. Gutiérrez, Effect of the Strain Reversal on Austenite-Ferrite Phase Transformation in a Nb-Microalloyed Steel, Mater. Sci. Eng. A, 2010, 527, p 934–940CrossRef
26.
Zurück zum Zitat Y.-l. Kang, Q.-h. Han, X.-m. Zhao, and M.-h. Cai, Influence of Nanoparticle Reinforcements on the Strengthening Mechanisms of an Ultrafine-Grained Dual Phase Steel Containing Titanium, Mater. Des., 2013, 44, p 331–339CrossRef Y.-l. Kang, Q.-h. Han, X.-m. Zhao, and M.-h. Cai, Influence of Nanoparticle Reinforcements on the Strengthening Mechanisms of an Ultrafine-Grained Dual Phase Steel Containing Titanium, Mater. Des., 2013, 44, p 331–339CrossRef
27.
Zurück zum Zitat M. Gomez, P. Valles, and S.F. Medina, Evolution of Microstructure and Precipitation State During Thermomechanical Processing of a X80 Microalloyed Steel, Mater. Sci. Eng. A, 2011, 528, p 4761–4773CrossRef M. Gomez, P. Valles, and S.F. Medina, Evolution of Microstructure and Precipitation State During Thermomechanical Processing of a X80 Microalloyed Steel, Mater. Sci. Eng. A, 2011, 528, p 4761–4773CrossRef
28.
Zurück zum Zitat L.-y. Lan, C.-l. Qio, D.-w. Zhao, and X.-h. Gao, Microstructural Evolution and Mechanical Properties of Nb-Ti Microalloyed Pipeline Steel, Iron Steel Res. Int., 2011, 18, p 57–63CrossRef L.-y. Lan, C.-l. Qio, D.-w. Zhao, and X.-h. Gao, Microstructural Evolution and Mechanical Properties of Nb-Ti Microalloyed Pipeline Steel, Iron Steel Res. Int., 2011, 18, p 57–63CrossRef
29.
Zurück zum Zitat J. Zrnik, T. Kvackaj, A. Pongpaybul, P. Sricharoenchai, J. Vilk, and V. Vrchovinsky, Effect of Thermomechanical Processing on the Microstructure and Mechanical Properties of Nb-Ti Microalloyed Steel, Mater. Sci. Eng. A, 2001, 319–321, p 321–325CrossRef J. Zrnik, T. Kvackaj, A. Pongpaybul, P. Sricharoenchai, J. Vilk, and V. Vrchovinsky, Effect of Thermomechanical Processing on the Microstructure and Mechanical Properties of Nb-Ti Microalloyed Steel, Mater. Sci. Eng. A, 2001, 319–321, p 321–325CrossRef
30.
Zurück zum Zitat D.B. Park, M.Y. Huh, J.H. Shim, J.Y. Suh, K.H. Lee, and W.S. Jung, Strengthening Mechanism of Hot Rolled Ti and Nb Microalloyed HSLA Steels Containing Mo and W with Various Coiling Temperature, Mater. Sci. Eng. A, 2013, 560, p 528–534CrossRef D.B. Park, M.Y. Huh, J.H. Shim, J.Y. Suh, K.H. Lee, and W.S. Jung, Strengthening Mechanism of Hot Rolled Ti and Nb Microalloyed HSLA Steels Containing Mo and W with Various Coiling Temperature, Mater. Sci. Eng. A, 2013, 560, p 528–534CrossRef
31.
Zurück zum Zitat G.G. Facco, “Effect of Cooling Rate and Coiling Temperature on the Final Microstructure of HSLA Steels After HSM and/or Laboratory TMP Processing,” Master of Science in Materials Science and Engineering, Pennsylvania State University, 2005 G.G. Facco, “Effect of Cooling Rate and Coiling Temperature on the Final Microstructure of HSLA Steels After HSM and/or Laboratory TMP Processing,” Master of Science in Materials Science and Engineering, Pennsylvania State University, 2005
32.
Zurück zum Zitat S.N. Prasad and D.S. Sarma, Influence of Thermomechanical Treatment on Microstructure and Mechanical Properties of a Microalloyed (Nb + V) Weather-Resistant Steel, Mater. Sci. Eng. A, 2005, 399, p 161–172CrossRef S.N. Prasad and D.S. Sarma, Influence of Thermomechanical Treatment on Microstructure and Mechanical Properties of a Microalloyed (Nb + V) Weather-Resistant Steel, Mater. Sci. Eng. A, 2005, 399, p 161–172CrossRef
33.
Zurück zum Zitat Y. Han, J. Shi, L. Xu, W.Q. Cao, and H. Dong, Effect of Hot Rolling Temperature on Grain Size and Precipitation Hardening in a Ti-Microalloyed Low-Carbon Martensitic Steel, Mater. Sci. Eng. A, 2012, 553, p 192–199CrossRef Y. Han, J. Shi, L. Xu, W.Q. Cao, and H. Dong, Effect of Hot Rolling Temperature on Grain Size and Precipitation Hardening in a Ti-Microalloyed Low-Carbon Martensitic Steel, Mater. Sci. Eng. A, 2012, 553, p 192–199CrossRef
34.
Zurück zum Zitat J. Majta, R. Kuziak, and M. Pietrzyk, Modelling of the Influence of Thermomechanical Processing of Nb-Microalloyed Steel on the Resulting Mechanical Properties, J. Mater. Process. Technol., 1998, 80–81, p 524–530CrossRef J. Majta, R. Kuziak, and M. Pietrzyk, Modelling of the Influence of Thermomechanical Processing of Nb-Microalloyed Steel on the Resulting Mechanical Properties, J. Mater. Process. Technol., 1998, 80–81, p 524–530CrossRef
35.
Zurück zum Zitat S. Shanmugam, N.K. Ramisetti, R.D.K. Misra, J. Hartmann, and S.G. Jansto, Microstructure and High Strength-Toughness Combination of a New 700 MPa Nb-Microalloyed Pipeline Steel, Mater. Sci. Eng. A, 2008, 478, p 26–37CrossRef S. Shanmugam, N.K. Ramisetti, R.D.K. Misra, J. Hartmann, and S.G. Jansto, Microstructure and High Strength-Toughness Combination of a New 700 MPa Nb-Microalloyed Pipeline Steel, Mater. Sci. Eng. A, 2008, 478, p 26–37CrossRef
36.
Zurück zum Zitat R. Riva, C. Mapelli, and R. Venturini, Effect of Coiling Temperature on Formability and Mechanical Properties of Mild Low Carbon and HSLA Steels Processed by Thin Slab Casting and Direct Rolling, ISIJ Int., 2007, 47, p 1204–1213CrossRef R. Riva, C. Mapelli, and R. Venturini, Effect of Coiling Temperature on Formability and Mechanical Properties of Mild Low Carbon and HSLA Steels Processed by Thin Slab Casting and Direct Rolling, ISIJ Int., 2007, 47, p 1204–1213CrossRef
37.
Zurück zum Zitat A. Iza-Mendia and I. Gutierrez, Generalization of the Existing Relations Between Microstructure and Yield Stress from Ferrite-Pearlite to High Strength Steels, Mater. Sci. Eng. A, 2013, 561, p 40–51CrossRef A. Iza-Mendia and I. Gutierrez, Generalization of the Existing Relations Between Microstructure and Yield Stress from Ferrite-Pearlite to High Strength Steels, Mater. Sci. Eng. A, 2013, 561, p 40–51CrossRef
38.
Zurück zum Zitat A.A. Barani, F. Li, P. Romano, D. Ponge, and D. Raabe, Design of High-Strength Steels by Microalloying and Thermomechanical Treatment, Mater. Sci. Eng. A, 2007, 463, p 138–146CrossRef A.A. Barani, F. Li, P. Romano, D. Ponge, and D. Raabe, Design of High-Strength Steels by Microalloying and Thermomechanical Treatment, Mater. Sci. Eng. A, 2007, 463, p 138–146CrossRef
39.
Zurück zum Zitat J. Antony, Design of Experiments for Engineers and Scientists, Butterworth Heinemann, New York, 2003 J. Antony, Design of Experiments for Engineers and Scientists, Butterworth Heinemann, New York, 2003
40.
Zurück zum Zitat I.J. Jeong and K.J. Kim, D-STEM: A Modified Step Method with Desirability Function Concept, Comput. Oper. Res., 2005, 32, p 3175–3190CrossRef I.J. Jeong and K.J. Kim, D-STEM: A Modified Step Method with Desirability Function Concept, Comput. Oper. Res., 2005, 32, p 3175–3190CrossRef
Metadaten
Titel
Multiresponse Optimization of Mechanical Properties and Formability of Hot Rolled Microalloyed Steels
verfasst von
Daavood Mirahmadi Khaki
Mohsen Ayaz
Nasrollah Bani Mostafa Arab
Ali Noroozi
Publikationsdatum
01.03.2014
Verlag
Springer US
Erschienen in
Journal of Materials Engineering and Performance / Ausgabe 3/2014
Print ISSN: 1059-9495
Elektronische ISSN: 1544-1024
DOI
https://doi.org/10.1007/s11665-013-0830-6

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