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Neural Network Prediction of Conversion Rate of TbFe2 Alloy Prepared by Reduction-Diffusion Process
其他题名Neural Network Prediction of Conversion Rate of TbFe2 Alloy Prepared by Reduction-Diffusion Process
Guo Guangsi1; Wang Guangtai1; Cheng Yongjun2; Hu Xiaomei1
2015
发表期刊RARE METAL MATERIALS AND ENGINEERING
ISSN1002-185X
卷号44期号:5页码:1104-1107
摘要A BP neural network was established based on the following main experiment parameters of producing TbFe2 alloy by reduction-diffusion process: reaction temperature, holding time, quantity of Ca and particle size of Fe. A simulation was conducted, and the rate of conversion of TbFe2 alloy was predicted. The neural network was simulated and tested by 44 groups of experimental data. It can be concluded that the neural network has good performance to predict the rate of conversion of TbFe2 alloy. The design and the application of this neural network can help to shorten the periodic time of experiments, lower the experimental cost, and optimize the preparation processes.
其他摘要A BP neural network was established based on the following main experiment parameters of producing TbFe_2 alloy by reduction-diffusion process: reaction temperature, holding time, quantity of Ca and particle size of Fe. A simulation was conducted, and the rate of conversion of TbFe_2 alloy was predicted. The neural network was simulated and tested by 44 groups of experimental data. It can be concluded that the neural network has good performance to predict the rate of conversion of TbFe_2 alloy. The design and the application of this neural network can help to shorten the periodic time of experiments, lower the experimental cost, and optimize the preparation processes.
关键词CA-TB4O7-FE SYSTEM neural network prediction TbFe2 alloy rate of conversion
收录类别CSCD
语种英语
资助项目[National Natural Science Foundation of China]
CSCD记录号CSCD:5418908
引用统计
文献类型期刊论文
条目标识符http://ir.imr.ac.cn/handle/321006/156956
专题中国科学院金属研究所
作者单位1.沈阳理工大学
2.中国科学院金属研究所
推荐引用方式
GB/T 7714
Guo Guangsi,Wang Guangtai,Cheng Yongjun,et al. Neural Network Prediction of Conversion Rate of TbFe2 Alloy Prepared by Reduction-Diffusion Process[J]. RARE METAL MATERIALS AND ENGINEERING,2015,44(5):1104-1107.
APA Guo Guangsi,Wang Guangtai,Cheng Yongjun,&Hu Xiaomei.(2015).Neural Network Prediction of Conversion Rate of TbFe2 Alloy Prepared by Reduction-Diffusion Process.RARE METAL MATERIALS AND ENGINEERING,44(5),1104-1107.
MLA Guo Guangsi,et al."Neural Network Prediction of Conversion Rate of TbFe2 Alloy Prepared by Reduction-Diffusion Process".RARE METAL MATERIALS AND ENGINEERING 44.5(2015):1104-1107.
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