Prediction of processing-microstructure of TA15 titanium alloy using artificial neural network

Jing Chuan Zhu; Yang Yue; Yang Wang; Yong Liu; Xia Wei Yang

Prediction of processing-microstructure of TA15 titanium alloy using artificial neural network

Jing Chuan Zhu
, Yang Yue
, Yang Wang
, Yong Liu
, Xia Wei Yang

School of Materials Science and Engineering, Harbin Institute of Technology

科研成果: 期刊稿件 › 文章 › 同行评审

3 引用（Scopus）

摘要

After hot restriction experiments, processing parameters (temperature, strain, strain rate, cooling) and microstructures (firstborn α quantity, size, aspect ratio) of TA15 titanium alloy were obtained through microscopic examination, a 4×6×8×3 BP artificial neural network was built with these parameters as neurons of its input and output layer. The results show that the model can reflect the relationships finely and has certain accuracy. The model can be used to predict the microstructures of TA15 titanium alloy. Meanwhile, it can also serve as a guide for the heat treatment of TA15 titanium alloy.

源语言	英语
页（从-至）	649-655
页数	7
期刊	Zhongguo Youse Jinshu Xuebao/Chinese Journal of Nonferrous Metals
卷	19
期	4
出版状态	已出版 - 4月 2009
已对外发布	是

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title = "Prediction of processing-microstructure of TA15 titanium alloy using artificial neural network",

abstract = "After hot restriction experiments, processing parameters (temperature, strain, strain rate, cooling) and microstructures (firstborn α quantity, size, aspect ratio) of TA15 titanium alloy were obtained through microscopic examination, a 4×6×8×3 BP artificial neural network was built with these parameters as neurons of its input and output layer. The results show that the model can reflect the relationships finely and has certain accuracy. The model can be used to predict the microstructures of TA15 titanium alloy. Meanwhile, it can also serve as a guide for the heat treatment of TA15 titanium alloy.",

keywords = "BP artificial neural network, Firstborn α phase, TA15 titanium alloy, Three dimensional shaded surface",

author = "Zhu, \{Jing Chuan\} and Yang Yue and Yang Wang and Yong Liu and Yang, \{Xia Wei\}",

year = "2009",

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language = "英语",

volume = "19",

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T1 - Prediction of processing-microstructure of TA15 titanium alloy using artificial neural network

AU - Zhu, Jing Chuan

AU - Yue, Yang

AU - Wang, Yang

AU - Liu, Yong

AU - Yang, Xia Wei

PY - 2009/4

Y1 - 2009/4

N2 - After hot restriction experiments, processing parameters (temperature, strain, strain rate, cooling) and microstructures (firstborn α quantity, size, aspect ratio) of TA15 titanium alloy were obtained through microscopic examination, a 4×6×8×3 BP artificial neural network was built with these parameters as neurons of its input and output layer. The results show that the model can reflect the relationships finely and has certain accuracy. The model can be used to predict the microstructures of TA15 titanium alloy. Meanwhile, it can also serve as a guide for the heat treatment of TA15 titanium alloy.

AB - After hot restriction experiments, processing parameters (temperature, strain, strain rate, cooling) and microstructures (firstborn α quantity, size, aspect ratio) of TA15 titanium alloy were obtained through microscopic examination, a 4×6×8×3 BP artificial neural network was built with these parameters as neurons of its input and output layer. The results show that the model can reflect the relationships finely and has certain accuracy. The model can be used to predict the microstructures of TA15 titanium alloy. Meanwhile, it can also serve as a guide for the heat treatment of TA15 titanium alloy.

KW - BP artificial neural network

KW - Firstborn α phase

KW - TA15 titanium alloy

KW - Three dimensional shaded surface

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JO - Zhongguo Youse Jinshu Xuebao/Chinese Journal of Nonferrous Metals

JF - Zhongguo Youse Jinshu Xuebao/Chinese Journal of Nonferrous Metals

IS - 4

ER -

Prediction of processing-microstructure of TA15 titanium alloy using artificial neural network

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