Home
Editorial Committee
Brief Instruction
Back Issues
Instruction to Authors
Submission on line
Contact Us
Chinese

  The journal resolutely  resists all academic misconduct, once found, the paper will be withdrawn immediately.

Title:Optimization research on rough rolling process of H-beam based on ANN and GA
Authors: LIU Lan-lan  ZHANG Qin-he  LI Chuan-yu  MA Ru-po 
Unit: Shandong University 
KeyWords: H-beam  hot-rolling  Neural Network  genetic algorithm  optimization 
ClassificationCode:TG335.11
year,vol(issue):pagenumber:2011,36(1):153-156
Abstract:

H-beam is a new kind of cost-effective steel beam and is getting more extensive application. Optimizing the hot-rolling process of H-beam is of great significance to improve the mechanical properties of H-beam and to reduce the rolling energy consumption. Based on the study of the application for the ANN (Artificial Neural Network) technology in rough rolling process of H-beam, the mathematical model between the parameters in hot-rolling process and the rolling power as well as the mathematical model between the parameters and the austenite grain size were established, then the genetic algorithm was applied to optimize the rolling process. The results indicate that the capability of H-beam is improved and the energy consumption is reduced after optimizing the hot-rolling process. The research will be of vital significance to ameliorating the hot-rolling process of H-beam.

Funds:
山东省科技攻关计划项目(2010GGX10421)
AuthorIntro:
Reference:


[1]  王维兴.科学评价中国钢铁工业能耗现状与国内外对标[J].四川冶金,2009,34(4):1-6.
[2]  胡光立,谢希文.钢的热处理[M].西安:西北工业大学出版社,2004.
[3]  周开利,康耀红.神经网络模型及其MATLAB仿真程序设计[M].北京:清华大学出版社,2005.
[4]  张海龙,张勤河,贺庆强,等.H型钢连轧过程轧制力模型的研究[J].钢铁,2009,44(4):46-49.
[5]  贺庆强,张勤河,刘克强,等.H型钢开坯过程的热力耦合有限元分析[J].系统仿真学报,2007,19(1):19-20.
[6]  贺庆强,张勤河,袁宝民,等.H型钢粗轧微观组织演化的数值分析[J].钢铁研究,2009,37(3):37-40.
[7]  李元科.工程最优化设计[M].北京:清华大学出版社,2006.
[8]  Ruhul Sarker, Ko-Hsin Liang, Chartes Newton. A new multiobjective evolutionary algorithm[J] European Journal of Operational Research, 2002, 140(1): 12-23.
[9]  云庆夏,黄光球,王战权.遗传算法和遗传规划 一种搜索寻优技术[M].北京:冶金工业出版社,1997.
[10]  飞思科技产品研发中心. MATLAB 6.5辅助优化计算与设计[M]. 北京:电子工业出版社,2003.
[11]  周明,孙树栋.遗传算法原理及应用[M].北京:国防工业出版社,1999.

 

Service:
This site has not yet opened Download Service】【Add Favorite
Copyright Forging & Stamping Technology.All rights reserved
 Sponsored by: Beijing Research Institute of Mechanical and Electrical Technology; Society for Technology of Plasticity, CMES
Tel: +86-010-62920652 +86-010-82415085     Fax:+86-010-62920652
Address: No.18 Xueqing Road, Beijing 100083, P. R. China
 E-mail: fst@263.net    dyjsgg@163.com