欢迎登录材料期刊网

材料期刊网

高级检索

厚度预测模型的精度是影响厚度控制的重要因素.针对本项目国内水平领先、最宽幅的“1+4”热连轧生产线,根据生产现场获取的5083宽幅铝合金中厚板实测数据,在研究分析关键影响因素的基础上,运用人工神经网络技术建立了铝合金宽幅中厚板厚度预测的BP神经网络模型.其相对误差在0.5%之内,高于已有模型预测精度,能实现高精度预报.应用模型预测了5052宽幅铝合金中厚板的出口厚度,结果表明,模型能较好的预测轧件厚度的变化,有很好的泛化能力.

The accuracy of the thickness prediction model is an important factor which was influenced the thick-ness control.Aiming at the “1+4”hot tandem rolling line which was domestic leading and most wide,Accord-ing to the processed measured data of as-rolled 5083 wild aluminum medium plates,a thickness prediction mod-el was developed by artificial neural network based on the analysis of key factors.The relative error of the model is within 0.5%,which is better than that of previous models.And the high-precision prediction for rolling thick-ness was achieved.The developed model was successfully to predict the thickness of 5052 wild aluminum medi-um plate and exhibited good generation ability.

参考文献

[1] 阮鹏跃.高性能铝合金厚板的生产技术及应用[J].轻金属,2011(07):3-8.
[2] Liu Yude.Production of high performance aluminium al-loy plate and its application[J].East China Science &Technology,2014(06):407-407.
[3] Fan Yutao .Hydraulic AGC roll gap control based on PID neural network[D].Harbin University of Science and Tecnology,2010.
[4] Chen Qingan .Study on gauge set-up calculation in process of plate rolling[D].沈阳:东北大学,2010.
[5] 用BP神经网络模型预测Ni-TiN镀层的耐腐蚀性能[J].功能材料,2014(13):13079-13081.
[6] 刘彬,汤爱涛,潘复生,黄光杰,毛建军.基于参数优化的人工神经网络的AZ31镁合金力学性能预测模型[J].重庆大学学报,2011(03):44-49.
[7] 刘莹莹,王焱.基于粗糙集和神经网络的薄带钢厚度预测[J].济南大学学报(自然科学版),2014(02):110-113.
[8] 郭斌,孟令启,杜勇,马生彪.基于GRNN神经网络的中厚板轧机厚度预测[J].中南大学学报(自然科学版),2011(04):960-965.
[9] 刘东东,王焱.基于RBF神经网络的热连轧精轧厚度的预报[J].济南大学学报(自然科学版),2006(04):312-314.
[10] Wang Ailun;Shu Chang.Application of neural network and spring equation to thickness prediction in aluminum hot tandem rolling[J].Aluminum Processing,2007(01):5-9.
[11] Sun Tao .Development and application of high accuracy gauge control for plate mill[D].Northeastern Universi-ty,2009.
[12] Hecht-Nielsen R.Theory of the backpropagation neural network[A].,1989
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%