Harmonics Reduction in Supply Source Using ANN for Induction Motor
- 1. Associate Professor, Dept. of Electrical & Electronics Engineering, Dr. Ambedkar Institute of Technology Bengaluru, India
- 2. Student, Dept. of Electrical & Electronics Engineering, Dr. Ambedkar Institute of Technology Bengaluru, India
Description
Power system engineers are deeply concerned about the negative effects of harmonics caused by nonlinear loads on the quality of power. Recent research has focused on addressing this issue by employing various filter configurations at the load end. In this study, a new method is presented that utilizes an Artificial Neural Network (ANN) controller to reduce current harmonics at the source end of an induction motor. To enhance the dynamic performance of three-phase induction motors, a vector control approach is employed. A mathematical model of the three-phase induction motor is developed, and both Direct Torque Control based Space Vector Pulse Width Modulation (SVPWM) for a three-phase voltage source inverter and ANN controllers are used to minimize the source current harmonics. The model is simulated using MATLAB/Simulink software and implemented in hardware by integrating an induction motor drive with SVPWM on the supply side. From simulation it is observed that THD is reduced.
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References
- 1. Jassim, A. H., Hussein, A. A., & Abbas, L. F. (2021, February). Study the performance of three-phase induction motor under imbalanced non-sinusoidal supply. In IOP Conference Series: Materials Science and Engineering (Vol. 1058, No. 1, p. 012035). IOP Publishing.
- 2. Raina, A., & Khosla, A. (2016). Effect of harmonics on performance characteristics of three phase induction motor. International Journal of Scientific and Technical Advancements, 2(4), 221-226.
- 3. Saleh, A. M., & Radhi, A. T. (2006). Effect of Harmonics on a Solid-Rotor Induction Motor,''. Journal of Engineering, 12(1), 199-217.
- 4. Kaur, R., & Brar, G. S. (2016). Induction motor drives-A literature review. Control Theory and Technology, 9(16), 8071-8081.
- 5. Janak, P., Kaur, R., & Sahib, F. (2014). Effect of harmonics on the performance characteristics of three phase squirrel cage induction motor. International Journal Of Research In Electronics And Computer Engineering, Ijrece, 2(2).