Title :
Application of Elman Neural Network to Width Spread Prediction in Medium Plate Mill
Author :
Meng Lingqi ; Wu Haoliang ; Wang Jianxun ; Lei Mingjie
Author_Institution :
Zhengzhou Univ., Zhengzhou, China
Abstract :
Based on the fact that the Elman model of neural network can well approach any nonlinear continuous function and has ability to reflect dynamic features of the systems, a method of width spread to medium plate mill prediction by Elman model was present. Through the width prediction by Elman model and BP model, the results show that the convergence and accuracy of prediction by the Elman model was higher than that by the BP network model.
Keywords :
backpropagation; milling; neural nets; nonlinear functions; production engineering computing; BP network model; Elman neural network; medium plate milling system process; nonlinear continuous function; width spread prediction; Accuracy; Artificial neural networks; Automation; Electronic mail; Mathematical model; Mechatronics; Milling machines; Neural networks; Nonlinear systems; Predictive models; Elman neural network; MATLAB; medium plate mill; width spread;
Conference_Titel :
Measuring Technology and Mechatronics Automation, 2009. ICMTMA '09. International Conference on
Conference_Location :
Zhangjiajie, Hunan
Print_ISBN :
978-0-7695-3583-8
DOI :
10.1109/ICMTMA.2009.259
