Sensorless current prediction in single phase inverter circuits with machine learning algorithms

Hüseyin TÜRE; Selami BALCI; Kadir SABANCI; Muhammet Fatih ASLAN

doi:https://doi.org/10.30521/jes.932581

Makale detayları

Sensorless current prediction in single phase inverter circuits with machine learning algorithms

Yazarlar:

Hüseyin TÜRE | Selami BALCI | Kadir SABANCI | Muhammet Fatih ASLAN

Yayıncı:

Erol KURT

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Journal of Energy Systems 2021 Vol.5 Issue 3, pp.221-230

Belge Tipi:

Makale

Yayın Tarihi:

9/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000505706

Sıklık:

Aylık

eISSN:

2602-2052

DOI:

https://doi.org/10.30521/jes.932581

Özet:

 

Inverter circuits are widely used in power electronics applications such as electric motor control, induction heating or different Alternating Current (AC) loads. The control signal applied to the switching elements can affect the quality of the sinusoidal signal that occurs at the output of the inverter circuit by the means of voltage and current values. The inverter circuit topologies are generally designed as closed loop. However, these cause complexity of the circuit topology, increase the production costs and give difficulties in designing the control signals. In the present work, simulations of a single-phase inverter circuit with the Sinusoidal Pulse Width Modulation (SPWM) control signal are performed. Thus, the effect of the SPWM signals on the output of the inverter has been observed by changing the Modulation rate (M), the carrier signal frequency (f_c) and the reference signal frequency (f_r). Through the data obtained, the output current of a phase inverter without a sensor is estimated by Machine Learning Algorithms (MLA) such as Multi-Layer Perceptron (MLP), Support Vector Machine (SVM) and K-Nearest Neighbors (KNN).

Makale detayları

Sensorless current prediction in single phase inverter circuits with machine learning algorithms

Yazarlar: Hüseyin TÜRE | Selami BALCI | Kadir SABANCI | Muhammet Fatih ASLAN

Yayıncı: Erol KURT

Ana Başlıklar: Uygulamalı fizik

Dergi: Journal of Energy Systems 2021 Vol.5 Issue 3, pp.221-230

Belge Tipi: Makale

Yayın Tarihi: 9/2021

Belge Dili: İngilizce

Document ID (Org No.): 2000505706

Sıklık: Aylık

eISSN: 2602-2052

DOI: https://doi.org/10.30521/jes.932581

Sayı

Yazarlar:

Hüseyin TÜRE | Selami BALCI | Kadir SABANCI | Muhammet Fatih ASLAN

Yayıncı:

Erol KURT

Ana Başlıklar:

Uygulamalı fizik

Dergi:

Journal of Energy Systems 2021 Vol.5 Issue 3, pp.221-230

Belge Tipi:

Makale

Yayın Tarihi:

9/2021

Belge Dili:

İngilizce

Document ID (Org No.):

2000505706

Sıklık:

Aylık

eISSN:

2602-2052

DOI:

https://doi.org/10.30521/jes.932581