基于BP神经网络的TA15钛合金加工图Processing map of TA15 titanium alloy based on BP neural network
王洋,朱景川,尤逢海,岳洋
摘要(Abstract):
通过热压缩试验得到了TA15钛合金在不同条件下的流动应力。以温度、应变、应变速率为输入变量,以流动应力为输出变量,建立了BP神经网络。进而利用训练好的BP神经网络建立了TA15钛合金的加工图。利用Prasad判据划分出流动稳定区与流动失稳区,并通过组织观察进行验证,从而可以为实际加工工艺的制定提供参考。
关键词(KeyWords): TA15钛合金;神经网络;加工图
基金项目(Foundation):
作者(Author): 王洋,朱景川,尤逢海,岳洋
参考文献(References):
- [1]曹京霞,方波,黄旭,等.微观组织对TA15钛合金力学性能的影响[J].稀有金属,2004,28(2):362-364.CAOJing-xia,FANG Bo,HUANG Xu,et al.Effects of microstructure on properties of TA15 titaniumalloy[J].Chinese Journal of Rare Metals,2004,28(2):362-364.
- [2]沙爱学,李兴无,储俊鹏.TA15钛合金的普通退火[J].稀有金属,2003,27(1):213-215.SHAAi-xue,LI Xing-wu,CHUJun-peng.Common annealing of TA15 alloy[J].Chinese Journal of Rare Metals,2003,27(1):213-215.
- [3]Radhakrishna Bhat B V,Mahajan Y R,Roshan HMd.Characteristics of superplasticity domaininthe processing mapfor hot working of an Al alloy 2014-20vol%Al2O3metal matrix composite[J].Materials Science and Engineering A,1994,189:137-145.
- [4]Seshacharyulu T,Medeiros S C,Frazier WG.Hot working of commercial Ti-Al-4Vwith an equiaxedα-βmicrostructure:materials modeling considerations[J].Materials Science and Engineering A,2000,284:184-194.
- [5]张兴全,彭颖红,阮雪榆.Ti17合金本构关系的人工神经网络模型[J].中国有色金属学报,1999,9(3):590-595.ZHANG Xing-quan,LI Xing-wu,CHUJun-peng.Aconstitutive relationship model of Ti217 alloy based onartif icial neural network[J].The Chinese Journalof Nonferrous Metals,1999,9(3):590-595.
- [6]Ganesan G,Raghukandan K,Karthikeyan R.Development of processing map for 6061 Al/15%SiCp through neural networks[J].Journal of MaterialsProcessing Technology,2005,166:423-429.
- [7]ZbigniewG.Deformation processing mapfor control of CuSi3.9 silicon bronze microstructure[J].Journal of Materials Processing Technology,2005,159:377-382.
文章评论(Comment):
|
||||||||||||||||||
|
||||||||||||||||||