Neural network analysis of strain induced transformation behaviour of retained austenite in TRIP-aided steels

被引:21
作者
Mukherjee, Monideepa [1 ]
Singh, Shiv Brat
Mohanty, Omkar Nath
机构
[1] Indian Inst Technol, Dept Mat & Met Engn, Kharagpur 721302, W Bengal, India
[2] Tata Steel, Jamshedpur 831001, Bihar, India
[3] Biju Patnaik Univ Technol Arissa, Bhubaneswar 751003, Orissa, India
来源
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING | 2006年 / 434卷 / 1-2期
关键词
TRIP; neural networks; retained austenite; transformation; martensite;
D O I
10.1016/j.msea.2006.06.076
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Experimental data published in literature were used to develop a neural network model to predict the strain induced transformation behaviour of retained austenite as a function of 13 input variables including chemical composition of the steel, initial retained austenite content, matrix microstructure and forming conditions. The model was found to make reasonable predictions with respect to established metallurgical principles and other published data. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:237 / 245
页数:9
相关论文
共 33 条
  • [1] ANDREWS KW, 1965, J IRON STEEL I, V203, P721
  • [2] Effect of manganese partitioning on transformation induced plasticity characteristics in microalloyed dual phase steels
    Bandyopadhyay, NR
    Datta, S
    [J]. ISIJ INTERNATIONAL, 2004, 44 (05) : 927 - 934
  • [3] Bhadeshia HKDH, 1992, Bainite in steels
  • [4] BLECK W, 2001, P INT S NIOB 2001 TM, P727
  • [5] EFFECT OF PHOSPHORUS ON THE FORMATION OF RETAINED AUSTENITE AND MECHANICAL-PROPERTIES IN SI-CONTAINING LOW-CARBON STEEL SHEET
    CHEN, HC
    ERA, H
    SHIMIZU, M
    [J]. METALLURGICAL TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE, 1989, 20 (03): : 437 - 445
  • [6] DE AK, 2004, P INT C ADV HIGH STR, P337
  • [7] Dieter G.E, 1976, Mechanical Metallurgy
  • [8] On the influence of interactions between phases on the mechanical stability of retained austenite in transformation-induced plasticity multiphase steels
    Jacques, PJ
    Ladrière, J
    Delannay, F
    [J]. METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE, 2001, 32 (11): : 2759 - 2768
  • [9] Kim S., 2004, P INT C ADV HIGH STR, P99
  • [10] Krizan D., 2004, P INT C ADV HIGH STR, P205