Fault-Tolerant Control for Six-Phase PMSM Drive System via Intelligent Complementary Sliding-Mode Control Using TSKFNN-AMF

被引:123
|
作者
Lin, Faa-Jeng [1 ]
Hung, Ying-Chih [1 ]
Tsai, Meng-Ting [1 ]
机构
[1] Natl Cent Univ, Dept Elect Engn, Chungli 320, Taiwan
关键词
Asymmetric membership function (MF) (AMF); complementary sliding-mode control (SMC) (CSMC); fault-tolerant control; six-phase permanent-magnet synchronous motor (PMSM); Takagi-Sugeno-Kang (TSK)-type fuzzy neural network (NN) (FNN); INDUCTION-MOTOR;
D O I
10.1109/TIE.2013.2238877
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An intelligent complementary sliding-mode control (CSMC) (ICSMC) is proposed in this paper for the fault-tolerant control of a six-phase permanent-magnet synchronous motor (PMSM) drive system with open phases. First, the dynamics of the six-phase PMSM drive system with a lumped uncertainty is described in detail. Then, the fault detection and operating decision method is briefly introduced. Moreover, a CSMC is designed to stabilize the fault-tolerant control of the six-phase PMSM drive system. Furthermore, to improve the required control performance and to maintain the stability of the six-phase PMSM drive system under faulty condition, the ICSMC is developed. In this approach, a Takagi-Sugeno-Kang-type fuzzy neural network with asymmetric membership function (TSKFNN-AMF) estimator with accurate approximation capability is employed to estimate the lumped uncertainty. In addition, the adaptive learning algorithms for the online training of the TSKFNN-AMF are derived using the Lyapunov theorem to guarantee the closed-loop stability. Additionally, to enhance the control performance of the proposed intelligent fault-tolerant control, a 32-b floating-point digital signal processor, TMS320F28335, is adopted for the implementation of the proposed fault-tolerant control system. Finally, some experimental results are illustrated to demonstrate the validity of the proposed fault-tolerant control for the six-phase PMSM drive system via ICSMC.
引用
收藏
页码:5747 / 5762
页数:16
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