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Application Research of PID Neutral Network Control for Traction Drive Inverter

机译:PID神经网络控制对牵引驱动变频器的应用研究

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This paper presents a study on PID neutral network control used in traction inverter drive system. The analysis is based on structure of three level inverter, motor dynamic d-q equivalent circuit, and direct rotor field-oriented vector control mathematical equation. A direct vector control system of synchronous current control with feedforward CEMF compensation is built. Speed loop and flux loop controllers are realized with PID neutral network. Training methods of feedforward neutral network and back propagation are also given. MATLAB simulation results show good performance of the system in transient and stable stage.
机译:本文介绍了牵引逆变器驱动系统中使用的PID中性网络控制的研究。该分析基于三级逆变器,电动机动态D-Q等效电路的结构,以及直接转子面向导向的矢量控制数学方程。建立了具有馈电CEMF补偿的同步电流控制的直接矢量控制系统。使用PID中性网络实现速度循环和通量环路控制器。还给出了前馈中性网络和反向传播的训练方法。 MATLAB仿真结果显示出瞬态和稳定阶段系统的良好性能。

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