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首页> 外文期刊>Serbian Journal of Electrical Engineering >Neural network based PWM AC chopper fed induction motor drive
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Neural network based PWM AC chopper fed induction motor drive

机译:基于神经网络的PWM AC斩波感应电机驱动

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In this paper, a new Simulink model for a neural network controlled PWM AC chopper fed single phase induction motor is proposed. Closed loop speed control is achieved using a neural network controller. To maintain a constant fluid flow with a variation in pressure head, drives like fan and pump are operated with closed loop speed control. The need to improve the quality and reliability of the drive circuit has increased because of the growing demand for improving the performance of motor drives. With the increased availability of MOSFET's and IGBT's, PWM converters can be used efficiently in low and medium power applications. From the simulation studies, it is seen that the PWM AC chopper has a better harmonic spectrum and lesser copper loss than the Phase controlled AC chopper. It is observed that the drive system with the proposed model produces better dynamic performance, reduced overshoot and fast transient response. .
机译:本文提出了一种新的Simulink模型,用于神经网络控制的PWM交流斩波供电的单相感应电动机。使用神经网络控制器可实现闭环速度控制。为了在压头变化的情况下保持恒定的流体流量,风扇和泵之类的驱动器均采用闭环速度控制进行操作。由于对提高电动机驱动器性能的需求不断增长,因此对驱动电路的质量和可靠性的需求也越来越高。随着MOSFET和IGBT可用性的提高,PWM转换器可以有效地用于中低功率应用。从仿真研究可以看出,与相控交流斩波器相比,PWM交流斩波器具有更好的谐波频谱和更少的铜损。可以看出,采用所提出模型的驱动系统具有更好的动态性能,减少了过冲和快速的瞬态响应。 。

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