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Improved control configuration of PWM rectifiers based on neuro-fuzzy controller
Hakan Acikgoz1, O Fatih Kececioglu2, Ahmet Gani2
1Department of Electrical Science, Kilis 7 Aralik University, 79000 Kilis, Turkey.
This study proposes a neuro-fuzzy controller (NFC) for pulse width modulation (PWM) rectifiers, enhancing AC/DC conversion. The NFC improves performance metrics like power factor and reduces harmonic distortion in PWM rectifier systems.
Area of Science:
- Electrical Engineering
- Control Systems
Background:
- Rectifiers are crucial for AC/DC transformation in numerous applications.
- Pulse Width Modulation (PWM) rectifiers offer superior performance over traditional diode and thyristor rectifiers, including lower current harmonics and higher power factors.
- Advanced control strategies are continuously developed to optimize rectifier performance.
Purpose of the Study:
- To propose a novel control scheme for PWM rectifiers using a neuro-fuzzy controller (NFC).
- To evaluate the effectiveness of the NFC in controlling dq-axis currents and DC voltage of PWM rectifiers.
- To demonstrate the performance improvements in terms of transient response, power factor, and power quality.
Main Methods:
- Implementation of three NFCs within the control architecture of a PWM rectifier.
- Simulation of the proposed control scheme in the MATLAB/Simulink environment.
- Analysis of key performance indicators: rise time, settling time, overshoot, power factor, total harmonic distortion (THD), and power quality.
Main Results:
- The proposed NFC demonstrates robust and nonlinear control capabilities for PWM rectifiers.
- Simulation results validate the effectiveness of the NFC in achieving desired dq-axis current and DC voltage regulation.
- Significant improvements in power factor and reduction in total harmonic distortion were observed.
Conclusions:
- The neuro-fuzzy controller presents a viable and effective solution for enhancing the performance of PWM rectifiers.
- The proposed control strategy offers robust control without requiring a detailed mathematical model of the system.
- This approach contributes to improved power quality and efficiency in AC/DC conversion applications.
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