ANN (Adaline) Based Harmonic Compensation for Shunt Active Power Filter with Capacitor Voltage Based Predictive Technique

A. Bhattacharya, C. Chakraborty
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引用次数: 7

Abstract

In this paper, a fast and simple technique to generate the current reference to compensate for the harmonics and reactive power in a shunt type active power filter (APF) is developed. A voltage source inverter (VSI) is operated in the current controlled mode for this purpose. For fast generation of the reference current in the APF, the dc link voltage of the VSI is always sensed and an initial estimate is derived through an ANN based PI controller. It has been observed that this method works fine for balanced load. Unbalance in load and also uncertainty/mismatch in the filter parameters, deteriorate the system performance. To overcome this drawback, an Adaline based technique is incorporated. Weights of Adaline are tuned to minimize the total harmonic distortion (THD) of the source current. Extensive simulations have confirmed the validity of the proposed scheme for all kinds of load (balanced and unbalanced) for a three phase three wire system.
基于ANN (Adaline)的并联有源电力滤波器谐波补偿电容电压预测技术
本文提出了一种快速、简便地产生基准电流以补偿并联型有源电力滤波器中的谐波和无功功率的方法。电压源逆变器(VSI)在电流控制模式下工作。为了在有源滤波器中快速产生参考电流,始终检测VSI的直流链路电压,并通过基于神经网络的PI控制器导出初始估计。已经观察到,这种方法可以很好地用于平衡负载。负载的不平衡和滤波参数的不确定/不匹配会降低系统的性能。为了克服这个缺点,采用了一种基于Adaline的技术。调整了Adaline的权重以最小化源电流的总谐波失真(THD)。大量的仿真验证了该方案对三相三线系统各种负载(平衡和不平衡)的有效性。
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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