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Development of a Self-Tuning TSK-Fuzzy Speed Control Strategy for Switched Reluctance Motor

机译:开关磁阻电动机自整定TSK-模糊速度控制策略的开发

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摘要

This paper presents a novel adaptive Takagi–Sugeno–Kang (TSK)-fuzzy controller (ATSKFC) to regulate the speed of a switched reluctance motor (SRM). The proposed controller comprises two parts: a TSK-fuzzy controller and a compensated controller. The TSK-fuzzy controller is the main controller, which is used to approximate an ideal control law. The compensated controller is designed to compensate the approximation error between the TSK-fuzzy controller and the ideal control law. The parameter variations and the external load of the SRM drive are considered to ensure the robustness of the proposed scheme. An on-line tuning methodology based on Lyapunov is utilized to adjust the parameters of the ATSKFC, so that the stability of the control system can be guaranteed. Three control schemes, ATSKFC, fuzzy control, and PI speed control, are experimentally investigated and the performance index, root-mean-square error, is used to evaluate each scheme. The results reveal that the ATSKFC outperforms other comparison schemes. In addition, the robustness of the proposed scheme to the parameter variations and external load torque disturbance has been verified via simulation and experiments.
机译:本文提出了一种新颖的自适应高木-Sugeno-Kang(TSK)-模糊控制器(ATSKFC),以调节开关磁阻电机(SRM)的速度。所提出的控制器包括两部分:TSK模糊控制器和补偿控制器。 TSK模糊控制器是主控制器,用于近似理想控制律。补偿控制器旨在补偿TSK模糊控制器与理想控制律之间的近似误差。考虑参数变化和SRM驱动器的外部负载,以确保所提出方案的鲁棒性。利用基于Lyapunov的在线调整方法来调整ATSKFC的参数,从而可以确保控制系统的稳定性。实验研究了三种控制方案,ATSKFC,模糊控制和PI速度控制,并使用性能指标(均方根误差)评估每种方案。结果表明,ATSKFC的性能优于其他比较方案。另外,通过仿真和实验验证了所提方案对参数变化和外部负载转矩扰动的鲁棒性。

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