Constitutive model for vanadium microalloyed steel under hot working conditions
Hot compression tests were carried out in the temperature range 850 - 1150°C 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 con...
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Veröffentlicht in: | Materials science and technology 2004-09, Vol.20 (9), p.1151-1157 |
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Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | Hot compression tests were carried out in the temperature range 850 - 1150°C 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. |
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ISSN: | 0267-0836 1743-2847 |
DOI: | 10.1179/026708304225022034 |