A Melt Temperature PID Controller Based on RBF Neural Network

被引:1
|
作者
Jiang, Jing [1 ]
Wen, Shengping [1 ]
Zhao, Guoping [1 ]
机构
[1] S China Univ Technol, Natl Engn Res Ctr Novel Equipment Polymer Proc, Guangzhou 510640, Peoples R China
关键词
D O I
10.1109/CCCM.2008.141
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Traditional melt temperature PID controllers have difficulties in PID parameter tuning. So, they suffer from low accuracy in temperature controlling and the dissatisfaction in high exactitude extrusion processing of the present PID controllers. A new kind of PID controller based on radial basis function (RBF) neural network is proposed. By using a sigmoid function to form the step size function, the proposed controller can not only obtain a higher accuracy in temperature controlling, but also infinitely approach the nonlinear system with lower computations, quicker convergence and more system stability. The simulation results show that the proposed PID controller has a better performance in the melt temperature controlling than other traditional PID controllers.
引用
收藏
页码:172 / 175
页数:4
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