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Application of cerebellar model articulation controller in permanent magnet synchronous

机译:小脑模型关节控制器在永磁同步中的应用

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In order to improve the system's rapidity, robustness and anti-interference ability, in the permanent magnet synchronous motor closed-loop speed control system, using the model of cerebellar speed loop neural network and PID control. Cerebellum model articulation controller (CMAC) can learn a variety of nonlinear functions, and the number of iterations of the neural network is much less than the conventional BP neural network. In order to verify the effectiveness of the cerebellum model and PID compound control (CMAC-PID) method, the proposed method is verified on the MATLAB simulation platform. The simulation results show that compared with the traditional PI control, the CMAC-PID control system has the advantages of small overshoot, more stable system and better robustness and disturbance rejection performance.
机译:为了提高系统的快速性,鲁棒性和抗干扰能力,在永磁同步电动机闭环调速系统中,采用小脑速度环神经网络模型和PID控制。小脑模型关节控制器(CMAC)可以学习各种非线性函数,并且神经网络的迭代次数比常规的BP神经网络少得多。为了验证小脑模型和PID复合控制(CMAC-PID)方法的有效性,在MATLAB仿真平台上对提出的方法进行了验证。仿真结果表明,与传统的PI控制相比,CMAC-PID控制系统具有超调量小,系统更稳定,鲁棒性和抗干扰性更好的优点。

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