The analysis of three level inverter circuit with regard to current harmonic distortion by using ANFIS

Authors : Tuğba ATAR, Selami BALCI, Ahmet KAYABAŞI

Pages : 143-152

Doi:10.30521/jes.951487

View : 12 | Download : 6

Publication Date : 2022-06-30

Article Type : Research Paper

Abstract :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 insert ignore into journalissuearticles values(ANFIS); model is proposed to estimate the Total Harmonic Distortion insert ignore into journalissuearticles values(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 insert ignore into journalissuearticles values(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 insert ignore into journalissuearticles values(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.
Keywords : ANFIS, Inverter circuits, Parameter estimating, THD