用ANFIS分析了三电平逆变电路的电流谐波畸变

Q3 Energy
Tugba Atar, S. Balci, A. Kayabasi
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引用次数: 3

摘要

逆变器经常用于工业领域的电力电子应用。近年来,电力系统接口中多级逆变电路设计的研究得到了加强。逆变器电路拓扑的设计类型和质量对于输出电压更接近正弦波形非常重要。此外,逆变器电源开关控制算法的人工智能技术为监测逆变器输出参数的电压状态提供了有用的信息。本文提出了一种基于自适应网络的模糊推理系统(ANFIS)模型,用于估计三相三电平逆变电路输出电流的总谐波失真(THD)值。通过改变逆变器控制电路中的开关频率,在MATLAB中通过快速傅里叶变换(FFT)分析得到逆变器电流的THD值数据集。将该数据集用于ANFIS人工智能算法的训练和测试阶段,并估计当前的THD值。在估计结束时,训练和测试的平均绝对误差(MAE)值分别为0.1894%和0.4009%,从而为Matlab-Simulink软件运行的电力电子电路参数数据集分析提供了一个ANFIS估计实例,为电力电子电路设计人员提供了一个参数化仿真研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The analysis of three level inverter circuit with regard to current harmonic distortion by using ANFIS
The inverters are frequently used in power electronics applications in the industrial area. Research on multi-level inverter circuit designs in power systems interfaces has intensified in recent years. The design type and quality of the inverter circuit topology is very important for the output voltage to be closer to the sinusoidal waveform. In addition, artificial intelligence techniques for the control algorithms of the power switches of the inverter circuit provide useful information in terms of monitoring the estimated the voltage conditions of the inverter output parameters. In this work, an Adaptive-Network Based Fuzzy Inference Systems (ANFIS) model is proposed to estimate the Total Harmonic Distortion (THD) value of the output current of a three-phase three-level inverter circuit. By changing the switching frequency in the control circuit of the inverter, a data set for the THD values of the inverter current is obtained by Fast Fourier Transform (FFT) analysis in MATLAB. This data set is used in a training and testing phase of ANFIS artificial intelligence algorithm, and the THD value of the current is estimated. At the end of the estimation, the mean absolute error (MAE) values for training and testing are obtained as 0.1894% and 0.4009%, respectively, thereby, an ANFIS estimation example for parametric data set analysis in a power electronics circuit run with Matlab-Simulink software, and a parametric simulation study is presented to the literature for power electronics circuit designers.
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来源期刊
Journal of Energy Systems
Journal of Energy Systems Environmental Science-Management, Monitoring, Policy and Law
CiteScore
1.60
自引率
0.00%
发文量
29
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