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首页> 外文期刊>Nonlinear dynamics >Dynamic control for permanent magnet synchronous generator system using novel modified recurrent wavelet neural network
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Dynamic control for permanent magnet synchronous generator system using novel modified recurrent wavelet neural network

机译:新型改进递归小波神经网络的永磁同步发电机系统动态控制

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摘要

Because permanent magnet synchronous generator (PMSG) system driven by permanent magnet synchronous motor (PMSM) based on wind turbine emulator (WTE) is a nonlinear and time-varying system with high complication, an accurate dynamic model of the PMSG system directly driven by WTE is difficult to establish for the linear controller design. In order to conquer this difficulty and improve the robustness of dynamic system, the PMSG system controlled by the online-tuned parameters of the novel modified recurrent wavelet neural network (NN)-controlled system is proposed to control output voltages and powers of controllable rectifier and inverter in this study. First, a closed-loop PMSM-driven system based on WTE is designed for driving the PMSG system to generate output power. Second, the rotor speeds of the PMSG, the voltages, and currents of the two power converters are detected simultaneously to yield maximum power output. In addition, two sets of the online-tuned parame- ters of the modified recurrent wavelet NN controllers in the controllable rectifier and inverter are developed for the voltage-regulating controllers in order to improve output performance. Finally, some experimental results are verified to show the effectiveness of the proposed novel modified recurrent wavelet NN controller for the power output of the PMSG system driven by WTE.
机译:由于基于风力发电机仿真器(WTE)的永磁同步电动机(PMSM)驱动的永磁同步发电机(PMSG)系统是一个复杂度高的非线性时变系统,因此直接由WTE驱动的PMSG系统的精确动力学模型线性控制器设计很难建立。为了克服这一困难并提高动态系统的鲁棒性,提出了一种由新型改进的递归小波神经网络(NN)控制系统的在线调整参数控制的PMSG系统,以控制可控整流器的输出电压和功率。本研究中的逆变器。首先,设计了基于WTE的闭环PMSM驱动系统,以驱动PMSG系统产生输出功率。其次,同时检测PMSG的转子速度,两个功率转换器的电压和电流,以产生最大功率输出。另外,针对电压调节控制器,开发了两组可控整流器和逆变器中改进的递归小波NN控制器的在线调谐参数,以提高输出性能。最后,验证了一些实验结果,表明所提出的新型改进的递归小波神经网络控制器对于由WTE驱动的PMSG系统的功率输出是有效的。

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