Constitutive behaviour in as quenched Al-5Cu-0·4Mn alloy during hot deformation

X. W. Yang; J. C. Zhu; W. Y. Li

doi:10.1179/1743284714Y.0000000694

Constitutive behaviour in as quenched Al-5Cu-0·4Mn alloy during hot deformation

X. W. Yang, J. C. Zhu, W. Y. Li

School of Materials Sience and Engineering

Harbin Institute of Technology

Research output: Contribution to journal › Article › peer-review

8 Scopus citations

Abstract

The overburning temperature of the ZL205A (Al-5Cu-0·4Mn) alloy is first determined by differential scanning calorimetry analysis. Then, the solid solution temperature of ZL205A was determined by metallurgical microstructure observation. Isothermal compression tests of the as quenched ZL205A were conducted in temperature from 25 to 500°C and the strain rate from 0·001 to 1 s^-1. The deformation behaviour of the as quenched ZL205A was investigated. The prediction of the flow stresses were studied using artificial neural network. The average absolute relative error between the predicted flow stresses and experimental results is 4·4%, which demonstrates that the network proposed in the present paper has high precision. Therefore, it can be chosen as a thermomechanical model to treat the distortion problems of components during quenching process.

Original language	English
Pages (from-to)	1320-1328
Number of pages	9
Journal	Materials Science and Technology
Volume	31
Issue number	11
DOIs	https://doi.org/10.1179/1743284714Y.0000000694
State	Published - 1 Aug 2015

Keywords

Artificial neural network
Deformation behaviour
Flow stresses
Isothermal compression tests
Zl205A alloy

Access to Document

10.1179/1743284714Y.0000000694

Cite this

@article{e796d51153624f9ea3d3ba5f807e2ef2,

title = "Constitutive behaviour in as quenched Al-5Cu-0·4Mn alloy during hot deformation",

abstract = "The overburning temperature of the ZL205A (Al-5Cu-0·4Mn) alloy is first determined by differential scanning calorimetry analysis. Then, the solid solution temperature of ZL205A was determined by metallurgical microstructure observation. Isothermal compression tests of the as quenched ZL205A were conducted in temperature from 25 to 500°C and the strain rate from 0·001 to 1 s-1. The deformation behaviour of the as quenched ZL205A was investigated. The prediction of the flow stresses were studied using artificial neural network. The average absolute relative error between the predicted flow stresses and experimental results is 4·4%, which demonstrates that the network proposed in the present paper has high precision. Therefore, it can be chosen as a thermomechanical model to treat the distortion problems of components during quenching process.",

keywords = "Artificial neural network, Deformation behaviour, Flow stresses, Isothermal compression tests, Zl205A alloy",

author = "Yang, {X. W.} and Zhu, {J. C.} and Li, {W. Y.}",

note = "Publisher Copyright: {\textcopyright} 2015 Institute of Materials, Minerals and Mining.",

year = "2015",

month = aug,

day = "1",

doi = "10.1179/1743284714Y.0000000694",

language = "英语",

volume = "31",

pages = "1320--1328",

journal = "Materials Science and Technology",

issn = "0267-0836",

publisher = "SAGE Publications Inc.",

number = "11",

}

TY - JOUR

T1 - Constitutive behaviour in as quenched Al-5Cu-0·4Mn alloy during hot deformation

AU - Yang, X. W.

AU - Zhu, J. C.

AU - Li, W. Y.

PY - 2015/8/1

Y1 - 2015/8/1

N2 - The overburning temperature of the ZL205A (Al-5Cu-0·4Mn) alloy is first determined by differential scanning calorimetry analysis. Then, the solid solution temperature of ZL205A was determined by metallurgical microstructure observation. Isothermal compression tests of the as quenched ZL205A were conducted in temperature from 25 to 500°C and the strain rate from 0·001 to 1 s-1. The deformation behaviour of the as quenched ZL205A was investigated. The prediction of the flow stresses were studied using artificial neural network. The average absolute relative error between the predicted flow stresses and experimental results is 4·4%, which demonstrates that the network proposed in the present paper has high precision. Therefore, it can be chosen as a thermomechanical model to treat the distortion problems of components during quenching process.

AB - The overburning temperature of the ZL205A (Al-5Cu-0·4Mn) alloy is first determined by differential scanning calorimetry analysis. Then, the solid solution temperature of ZL205A was determined by metallurgical microstructure observation. Isothermal compression tests of the as quenched ZL205A were conducted in temperature from 25 to 500°C and the strain rate from 0·001 to 1 s-1. The deformation behaviour of the as quenched ZL205A was investigated. The prediction of the flow stresses were studied using artificial neural network. The average absolute relative error between the predicted flow stresses and experimental results is 4·4%, which demonstrates that the network proposed in the present paper has high precision. Therefore, it can be chosen as a thermomechanical model to treat the distortion problems of components during quenching process.

KW - Artificial neural network

KW - Deformation behaviour

KW - Flow stresses

KW - Isothermal compression tests

KW - Zl205A alloy

UR - http://www.scopus.com/inward/record.url?scp=84940976450&partnerID=8YFLogxK

U2 - 10.1179/1743284714Y.0000000694

DO - 10.1179/1743284714Y.0000000694

M3 - 文章

AN - SCOPUS:84940976450

SN - 0267-0836

VL - 31

SP - 1320

EP - 1328

JO - Materials Science and Technology

JF - Materials Science and Technology

IS - 11

ER -

Constitutive behaviour in as quenched Al-5Cu-0·4Mn alloy during hot deformation

Abstract

Keywords

Access to Document

Other files and links

Fingerprint

Cite this