欢迎登录材料期刊网

材料期刊网

高级检索

根据收集和整理的实验数据,建立了低碳低合金钢的成分与马氏体转变开始温度(M以点)的反向传播(BP)人工神经网络,用这种方法预测了一些钢的Ms点,并与用其它经验公式得到的结果进行了比较.结果表明:用人工神经网络能更精确地预测钢的Ms点,预测精度明显高于其它线性经验公式.另外用正交实验法设计了几种基准成分的钢,用人工神经网络分析了几种合金元素对Ms点的定量影响,计算结果表明,与传统的经验公式表达的信息不同,合金元素的含量与钢的Ms点间表现为非线性关系.可以认为,这种非线性关系是由合金元素间复杂的交互作用引起的.

参考文献

[1] Payson P, Savage C J. Trans ASM, 1944; 33:261
[2] Rowland E J, Lyle J R. Trans ASM, 1946; 37:27
[3] Grange R A, Stewart H M. Trans AIME, 1946; 167:467
[4] Nehrenberg A E. Trans AIME, 1946; 167:494
[5] Steven W, Haynes A J. J Iron Steel Inst, August, 1956; 183:349
[6] Andrews K W. J Iron Steel Inst, July, 1965; 203:721
[7] Hecht-Nielsen R. Neurocomputing. MA, Addison WesleyPublishing Co Inc, 1991:59
[8] The No.1 Iron Factory, Benxi Iron and Steel Corporationand Tsinghua University. The Atlas of Super-Cooling Austenite Transformation Diagrams. Benxi: The No.1 Iron Factory Press, Benxi Iron and Steel Corporation,1978:1(本溪钢铁公司第一炼钢厂,清华大学机械系金属材料教研组.钢的过冷奥氏体转变曲线.本溪:本溪钢铁公司第一炼钢厂出版,1978:1)
[9] The Research Laboratory, United States Steel Company.Atlas of Isothermal Transformation Diagrams. Pittsburgh, Kearny, NJ: United States Steel Company Press, 1951:32
[10] American Society for Metals. Atlas of Isothermal Trans formation and Cooling Transformation Diagrams. Metals Park, Ohio: American Society for Metals Press, 1977:414
[11] Zhang S Z. Atlas of Super-Cooling Austenite Transforma tion Diagrams. Beijing: Metallurgy Industry Press, 1993: 22(张世中.钢的过冷奥氏体转变曲线图集.北京:冶金工业出版社,1993:22)
[12] Yan P F, Zhang C S. Artificial Neural Networks and Evolutionary Computation. Beijing: Tsinghua University Press, 2000:80(阎平凡,张长水.人工神经网络与模拟进化计算.北京:清华大学出版社,2000:80)
[13] Cybenko G. Mathematics of Control, Signals and Sys tems. New York: Springer International Press, 1980; 2:303
[14] Hornik K, Baldi P. Neural Networks, 1989; 2:359
[15] Chen T P, Chen H, Liu R W. IEEE Trans NN, 1995; 6(1): 25
[16] Scarselli F, Tsoi A C. Neural Networks, 1998; 11:15
[17] Hu G L, Xie X W. The Heat Treatment of Steels. Xi'an: Northwestern Polytechnical University Press, 1996:94(胡光立,谢希文.钢的热处理.西安:西北工业大学出版社,1996:94)
[18] Vermeulen W G, Morris P F, De Weijer A P, Van der Zwaag S. Ironmak Steelmak, 1996; 23:433
上一张 下一张
上一张 下一张
计量
  • 下载量()
  • 访问量()
文章评分
  • 您的评分:
  • 1
    0%
  • 2
    0%
  • 3
    0%
  • 4
    0%
  • 5
    0%