Neural Network-Based IMC-PID Controller Design for Main Steam Temperature of a Power Plant

被引:0
|
作者
Naseri, Mehdi Abbaszadeh [1 ]
Yazdizadeh, Alireza [1 ]
机构
[1] Power & Water Univ Technol, Dept Elect Engn, Tehran, Iran
关键词
IMC-PID; Neural networks; Main steam temperature;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The main steam temperature in a power plant is it typical process with nonlinear, dead time, thine-varying parameters. Different methods have been employed to control (his process. among which one may refer to conventional Internal Mode Control (IMC). In this paper a new neural network-based adaptive IMC-PID controller is proposed. Two neural networks (NN) are employed to identify the plant's model and to tune the parameters of the IMC-PID controller. The parameters of IMC-PID controller are calculated by a neural network, while another neural network is Used to identify the plant. The weights of both neural networks are adjusted on-line and this will compensate the characteristics variation and uncertain non-linearity of the process. To show the performance of the proposed method. it is applied to a steam power plant. The simulations results show the effectiverness of the proposed strategy.
引用
收藏
页码:1059 / 1068
页数:10
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