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Modelling of rolling and aging processes in copper alloy by Levenberg-Marquardt BP algorithm

  • Juanhua Su
  • , Hejun Li
  • , Qiming Dong
  • , Ping Liu
  • Northwestern Polytechnical University Xian
  • Henan University of Science and Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

3 引用 (Scopus)

摘要

Cold rolling is often carried out between the solid solution treatment and aging to assist in the aging hardening of Cu-Cr-Zr lead frame alloys. This paper presents the use of an artificial neural network(ANN) to model the nonlinear relationship between parameters of rolling and aging with respect to hardness properties of Cu-Cr-Zr alloy. Based on the Gauss-Newton algorithm, Levenberg-Marquardt algorithm with high stability is deduced. High precision of the model is demonstrated as well as good generalization performance. The results show that the Levenberg-Marquardt(L-M) backpropagation(BP) algorithm of ANN system is effective for predicting and analyzing the hardness properties of Cu-Cr-Zr lead frame alloy.

源语言英语
主期刊名Advances in Natural Computation
主期刊副标题1st International Conference, ICNC 2005 - Proceedings
出版商Springer Verlag
185-189
页数5
版本PART II
ISBN(印刷版)9783540283256
DOI
出版状态已出版 - 2005
活动1st International Conference on Natural Computation, ICNC 2005 - Changsha, 中国
期限: 27 8月 200529 8月 2005

出版系列

姓名Lecture Notes in Computer Science
编号PART II
3611
ISSN(印刷版)0302-9743

会议

会议1st International Conference on Natural Computation, ICNC 2005
国家/地区中国
Changsha
时期27/08/0529/08/05

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