Research on Speed Control System of Brushless DC Motor Based on Neural Network

被引：5
|
作者：
Shu Xiong [1 ]
Gao Junguo [1 ]
Chai Jian [1 ]
Jin Biao [1 ]
机构：
[1] Guangdong Univ Sci & Technol, Dongguan 523083, Guangdong, Peoples R China
来源：
PROCEEDINGS OF 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA 2015) | 2015年
关键词：
Brushless DC motor; radial basis function; neural network;
D O I：
10.1109/ICICTA.2015.193
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Considering the shortcomings of low precision, response lag and control instability of conventional PID controller in brushless dc motor speed control system, an intelligent controller is designed, which is combines RBF-neural network with PID controller. This paper analyzed operating principle of the brushless dc motor, and deduced transfer function model of the controller. The control programs and control model of the designed controller were also provided. At last, the designed controller was validated through Matlab software in the simulation. In the process of simulation, three parameters of PID were adjusted obviously by RBF-Neural Network. The results of simulation show that the designed controller is more effectively in improving the control performance and faster in response than conventional PID controller.
引用
收藏
页码：761 / 764
页数：4
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