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The continuous casting technological parameters have a great influence on the secondary dendrite arm spacing of the slab, which determines the segregation behavior of materials. Therefore, the identification of technological parameters of continuous casting process directly impacts the property of slab. The relationships between continuous casting technological parameters and cooling rate of slab for spring steel were built using BP neural network model, based on which, the relevant secondary dendrite arm spacing was calculated. The simulation calculation was also carried out using the industrial data. The simulation results show that compared with that of the traditional method, the absolute error of calculation result obtained with BP neural network model reduced from 0. 015 to 0. 0005, and the relative error reduced from 6, 76 % to 0.22 %. BP neural network model had a more precise accuracy in the optimization of continuous casting technological parameters.

参考文献

[1] 施明辉,周昌乐,吴清锋,吴芸,张志枫.一种基于可信度的不确定性推理及其神经网络实现[J].计算机应用研究,2007(01):241-243,312.
[2] MIN Xi lin;LIU Tu hua .Application of BP Network Developed Using MATLAB Neural Network Toolbox[J].Computer Applications,2001,21(08):163.
[3] 侯智斌,温必腾,彭华,李纯厚.BP神经网络的研究与应用[J].电脑知识与技术,2009(15):3982-3983.
[4] 张凌,蔡成闻.基于BP网络的连铸二次冷却控制[J].计算机与现代化,2008(10):66-69.
[5] CAI Kai-ke;CHENG Shi fu.tinuous Casting[M].北京,2008
[6] Alkemper J;Voorhees P W .Three Dimensional Characterization of Dendrite Microstructures[J].Acta Materialia,2001,49(05):897.
[7] ZHAI Shen qiu;WEI Ya jie .Metal Dendrite Growth Behavior[J].Journal of Shandong Unirersity of Technology(Science and Technology),1997,27(02):181.
[8] 王成明,颜云辉,韩英莉,李骏,王永慧,张尧.神经网络方法在冷轧带钢表面质量检测中的应用研究[J].机械制造,2006(12):71-72.
[9] GE Zhe-xue;SUN Zhi-qiang.Neural Network Theory and MATLAB R2007 Realization[M].Eeiiing:Electronic Industry Press,2007
[10] N.H. PRYDS;X. HUANG .The Effect of Cooling Rate on the Microstructures Formed during Solidification of Ferritic Steel[J].Metallurgical and Materials Transactions, A. Physical Metallurgy and Materials Science,2000(12):3155-3166.
[11] C. Cicutti;R. Boeri .On the relationship between primary and secondary dendrite arm spacing in continuous casting products[J].Scripta materialia,2001(12):1455-1460.
[12] Lasse Makkonen .Spacing in Solidification of Dendritic Arrays[J].Journal of Crystal Growth,2000,208(1/2/3/4):772.
[13] J.M.Cabrera-Marrero .Macro-Micro Modeling of the Dendritic Microstructure of Steel Billets Processed by Continuous Casting[J].ISIJ International,1998(8):812-821.
[14] El Bealy M;Thomas B G .Prediction of Dendrite Arm Spacing for Low Alloy Steel Casting Processes[J].Metallurgical and Materials Transactions,1996,278B(08):689.
[15] WANG Nun .Interior Quality Research of High-Carbon Steel Rectangular Bloom[D].Beijing:University of Science and Technology,Beijing,2006.
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