MODIFIED FUZZY SPEED CONTROLLER OF INDUCTION MOTOR DRIVE USING EXTENDED KALMAN FILTERING

被引:0
|
作者
Nguyen, Dung q. [1 ]
Vo, Hau h. [1 ]
Brandstetter, Pavel [2 ]
机构
[1] Ton Duc Thang Univ, Fac Elect & Elect Engn, Modeling Evolutionary Algorithms Simulat & Artific, 19 Nguyen Huu Tho St Tan Phong Ward Dist 7, Ho Chi Minh City, Vietnam
[2] VSB Tech Univ Ostrava, Fac Elect Engn & Comp Sci, Dept Appl Elect, 17 Listopadu 15, Ostrava 70800, Czech Republic
来源
MM SCIENCE JOURNAL | 2024年 / 2024卷
关键词
induction motor drive; proportional-integral controller; extended Kalman filter; load torque; fuzzy logic; SYSTEM;
D O I
10.17973/MMSJ.2024_12_2024047
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper focuses on application of fuzzy logic to enhance induction motor drive performance in case where the measured stator currents are distorted by Gaussian noise. For different load torques, the fixed proportional-integral (PI) speed controller provides an undesired drive performance for both transient and steady-state responses. At first, load torque is computed thanks to extended-Kalman-filtered stator currents. Next, load magnitude is employed to adjust the proportional gain and integral constant time of the fuzzy logic (FL) proportional-integral (PI) speed controller. Simulations of drive using two controllers: FL-PI and fixed PI ones, are carried out in different cases of stator current noise and load variation. Performance evaluations indicate that the FL-PI speed controller reduces the assessed indices and increases robustness to noise and load variation.
引用
收藏
页码:7891 / 7899
页数:9
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