Development of an advanced controller for improved performance of a permanent magnet brushless DC motor

被引:0
|
作者
Ushakumari, S [1 ]
Sankaran, R [1 ]
机构
[1] Coll Engn, Dept Elect Engn, Thiruvananthapuram 695016, Kerala, India
关键词
PMBLDC motor; simulation; ANFIS; PID controller; fuzzy logic; modelling;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with the mathematical modelling of a Permanent Magnet Brushless DC (PMBLDC) motor, considering the non-linearities in the torque-balance equation under closed loop operation with a set reference speed. A controller based on Adaptive Neuro-Fuzzy Inference System (ANFIS) is developed to minimize overshoot and settling time following sudden changes in load torque. The entire system is modeled and simulated using the SIMULINK toolbox. The advantages of fuzzy logic and neural network are fused together to form a connectionist adaptive network based fuzzy logic controller. Required data for training the ANFIS controller is generated by simulation of the closed loop system with conventional PID controller. The overshoot present in the transient response with conventional controller is eliminated using the ANFIS controller. The transient deviation of the response from the set reference following variation in load torque is found to be negligibly small along with a desirable reduction in settling time for the ANFIS controller.
引用
收藏
页码:241 / 246
页数:6
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