Electrolytic Capacitor-Less PMSM Control System With a Neural Network-Based Bus Voltage Fluctuation Suppression Strategy

Liyu Zhang, Qianlong Tang, Wen Yang, C. Shen
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引用次数: 2

Abstract

Electrolytic capacitor-less converters have the advantages of low cost, long life, high power density and high power factor. But the bus voltage is bound to fluctuate significantly with the greatly reduced electrolytic capacitor, causing damage to capacitor, switches, and motor. It’s necessary to suppress the fluctuation of bus voltage for a better performance. This paper presents a neural network-based bus voltage fluctuation suppression of electrolytic capacitor-less PMSM control system. The neural network is trained with the current speed status and margin of voltage to generate a dynamic reference speed that can reduce the power fluctuation on bus capacitor. It is verified that the bus voltage can be effectively suppressed compared to the non-optimized electrolytic capacitor-less model with only 4% of large electrolytic capacitor.
基于神经网络母线电压波动抑制策略的无电解电容PMSM控制系统
无电解电容变换器具有成本低、寿命长、功率密度高、功率因数高等优点。但是母线电压必然会随着电解电容的大大减小而大幅波动,从而对电容、开关和电机造成损坏。为了获得更好的性能,有必要抑制母线电压的波动。提出了一种基于神经网络的无电解电容PMSM控制系统母线电压波动抑制方法。利用电流速度状态和电压裕度对神经网络进行训练,生成一个动态参考速度,以减小母线电容上的功率波动。结果表明,与未优化的无电解电容模型相比,仅使用4%的大电解电容可以有效地抑制母线电压。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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