Adaptive fuzzy control for field-oriented induction motor drives

被引:20
|
作者
Rigatos, Gerasimos G. [1 ]
机构
[1] Ind Syst Inst, Unit Ind Automat, Rion 26504, Greece
来源
NEURAL COMPUTING & APPLICATIONS | 2012年 / 21卷 / 01期
关键词
Complex electromechanical systems; Induction motors; Field-oriented control; Adaptive fuzzy control; State feedback; H(infinity) tracking; Neuro-fuzzy approximators; Nonlinear backstepping control; NEURAL-NETWORK CONTROL; H-INFINITY TRACKING; NONLINEAR-SYSTEMS; OUTPUT-FEEDBACK; OBSERVER; STATE; LOGIC;
D O I
10.1007/s00521-011-0645-z
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the field-oriented method, the dynamic behavior of the induction motor is rather similar to that of a separately excited DC motor. However, the control performance of the induction motor is still influenced by the unmodelled dynamics or external disturbances, and to compensate for these uncertainties, adaptive fuzzy control is proposed. The overall control signal consists of two elements, (1) the equivalent control which is used for linearization of the induction motor's model through feedback of the state vector. The equivalent control includes neurofuzzy approximators of the unknown parts of the induction motor model (2) the supervisory control which consists of an H(infinity) term and compensates for parametric uncertainties of the induction motor model and external disturbances. The performance of the proposed adaptive fuzzy H(infinity) controller is compared to backstepping nonlinear control through simulation tests.
引用
收藏
页码:9 / 23
页数:15
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