Constitutive model for vanadium microalloyed steel under hot working conditions

被引:8
|
作者
Phaniraj, MP [1 ]
Lahiri, AK [1 ]
机构
[1] Indian Inst Sci, Dept Met, Bangalore 560012, Karnataka, India
关键词
steels; mechanical properties; modelling; neural networks; vanadium microaddition;
D O I
10.1179/026708304225022034
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Hot compression tests were carried out in the temperature range 850-1150degreesC at 0(.)1-60 s(-1) strain rates. The hyperbolic sine equation and neural networks were used to model the constitutive behaviour. Evaluating constitutive parameters n, Q and A using the usual log-log plots does not yield constant values. The n, Q and A values were determined simultaneously using a non-linear optimisation procedure and were fitted as functions of strain. These relations, in conjunction with the hyperbolic sine equation, describe the constitutive behaviour of the steel. A 3: 4: 1 neural network is trained using 75% of the stress-strain data. The network predicts flow stresses and peak strains with good accuracy. Vanadium increases the peak strain, peak stress, and mean flow stress of austenite significantly.
引用
收藏
页码:1151 / 1157
页数:7
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