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An artificial intelligence based controller for multilevel harmonic filter

机译:基于人工智能的多电平谐波滤波器控制器

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摘要

This paper demonstrates an Artificial Intelligence (Al) based controller for 5-level, cascade H-bridge inverter for harmonic compensation and dc voltage regulation under different loading conditions for high voltage applications. In the proposed topology, the artificial neural network (ANN) is applied for obtaining compensating current and two Fuzzy Logic Controllers (FLC) are designed for dc voltage regulation and current error adjustment. The fuzzy logic controlled current error is then used for multicarrier Phase Shifted Pulse Width Modulation (PSPWM) for generating gate pulses for the inverter. The 5-level, Cascade H-bridge Multilevel Inverter (CHBMLI) is used as active harmonic filter. The ANN based instantaneous power theory is applied for reference current estimation. Simulation results are obtained in MATLAB/ SIMULINK for diode bridge rectifier with RL/RC as nonlinear loads, using simpower system and fuzzy tool box. The proposed topology performance is justified through exhaustive simulation under various loading conditions. The total harmonic distortion in source current (THD_i) is being used as evaluation criteria to quantify the results. The THD_i obtained by applying PI and Al based controller are compared and are well within the IEEE 519, 1992 std. limits. The proposed method is verified through experimentation by developing prototype with dSPACE 1103 interface.
机译:本文演示了一种基于人工智能(Al)的控制器,用于5级,级联H桥逆变器,可在高压应用的不同负载条件下实现谐波补偿和直流电压调节。在提出的拓扑中,使用人工神经网络(ANN)获得补偿电流,并设计了两个模糊逻辑控制器(FLC)进行直流电压调节和电流误差调节。然后,将模糊逻辑控制的电流误差用于多载波相移脉冲宽度调制(PSPWM),以生成逆变器的门脉冲。 5级,级联H桥多电平逆变器(CHBMLI)用作有源谐波滤波器。基于ANN的瞬时功率理论被用于参考电流估计。利用simpower系统和模糊工具箱,在MATLAB / SIMULINK中获得了RL / RC作为非线性负载的二极管桥式整流器的仿真结果。通过在各种负载条件下进行详尽的仿真,可以证明所提出的拓扑性能。源电流中的总谐波失真(THD_i)被用作评估标准以量化结果。通过应用基于PI的控制器和基于Al的控制器获得的THD_i进行了比较,并完全在IEEE 519,1992 std中。限制。通过使用dSPACE 1103接口开发原型,通过实验验证了所提出的方法。

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