Application of a sparse mixed regression method to design the optimal composition and heat treatment conditions for transformation-induced plasticity steel with high strength and large elongation

被引:1
作者
Ueji, Rintaro [1 ]
Nagata, Kenji [1 ]
Somekawa, Hidetoshi [1 ]
Demura, Masahiko [1 ]
机构
[1] Natl Inst Mat Sci, 1-2-1 Sengen, Tsukuba, Ibaraki 3050047, Japan
关键词
Sparse mixed regression modeling; Austempering; Tension test; Steels; Phase transformations; AIDED SHEET STEELS; RETAINED AUSTENITE; MECHANICAL-PROPERTIES; BAINITIC FERRITE; ALLOY-STEEL; TRIP; MICROSTRUCTURE; STABILITY; DUCTILITY; BEHAVIOR;
D O I
10.1016/j.scriptamat.2022.115028
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
The chemical compositions and heat treatment conditions for obtaining low-alloyed transformation-induced plasticity (TRIP) steel were designed using a sparse mixed regression method (SMRM) that automatically and spontaneously selected several regression models. The input data concerning the elemental compositions (Fe, C, Si, Mn, Cr, Ni) and austempering conditions were collected from published reports. The SMRM-based analysis of these data established three models, which each proposed conditions for the alloy and process for obtaining high strength and large elongation. Experimental results confirmed that all three sets of conditions provided bainite with retained austenite, which was necessary for the low-alloyed TRIP steel. The tensile tests revealed that all three cases exhibited strengths >1.6 GPa and elongations >11%. Evaluating the metallurgical parameters highlighted two different design concepts, in one of which key factor is to reduce the Mn content, which is different from most of the conventional approach for preparing low-alloyed TRIP steel.
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页数:6
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共 32 条
  • [1] Theoretical design of ferritic creep resistant steels using neural network, kinetic, and thermodynamic models
    Brun, F
    Yoshida, T
    Robson, JD
    Narayan, V
    Bhadeshia, HKDH
    MacKay, DJC
    [J]. MATERIALS SCIENCE AND TECHNOLOGY, 1999, 15 (05) : 547 - 554
  • [2] De Cooman B.C., 2011, FUNDAMENTALS STEEL P
  • [3] Orientation dependence of the martensite transformation in a quenched and partitioned steel subjected to uniaxial tension
    De Knijf, D.
    Nguyen-Minh, T.
    Petrov, R. H.
    Kestens, L. A. I.
    Jonas, John J.
    [J]. JOURNAL OF APPLIED CRYSTALLOGRAPHY, 2014, 47 : 1261 - 1266
  • [4] Demura M., 2021, J SMART PROCESS, V10, P78
  • [5] SIP-Materials Integration Projects
    Demura, Masahiko
    Koseki, Toshihiko
    [J]. MATERIALS TRANSACTIONS, 2020, 61 (11) : 2041 - 2046
  • [6] A novel design to enhance the amount of retained austenite and mechanical properties in low-alloyed steel
    Ding, Ran
    Tang, Di
    Zhao, Aimin
    [J]. SCRIPTA MATERIALIA, 2014, 88 : 21 - 24
  • [7] Enhanced strain hardening capacity in a lean alloy steel treated by a "disturbed" bainitic austempering process
    Gao, Guhui
    Zhang, Han
    Gui, Xiaolu
    Tan, Zhunli
    Bai, Bingzhe
    Weng, Yuqing
    [J]. ACTA MATERIALIA, 2015, 101 : 31 - 39
  • [8] Tensile behaviour of a nanocrystalline bainitic steel containing 3 wt% silicon
    Garcia-Mateo, C.
    Caballero, F. G.
    Sourmail, T.
    Kuntz, M.
    Cornide, J.
    Smanio, V.
    Elvira, R.
    [J]. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING, 2012, 549 : 185 - 192
  • [9] Hirakawa T., 2021, IPSJ T MATH MODEL AP, V14, P93
  • [10] FERRITE AND BAINITE IN ALLOY-STEELS
    HONEYCOMBE, RW
    PICKERING, FB
    [J]. METALLURGICAL TRANSACTIONS, 1972, 3 (05): : 1099 - +