A New SVM Scheme based on ANN Controller of a PMSG Controlled by DPC Strategy

  • Habib Benbouhenni Ecole Nationale Polytechnique d'Oran Maurice Audin, Oran, Algeria
Keywords: PMSG, SVM, ANN, THD, DPC.

Abstract

A permanent magnet synchronous generator (PMSG) is a generator where the excitation field is provided by a permanent magnet instead of a coil. In this work space vector modulation (SVM) method using artificial neural network (ANN) on the stator side converter of a 6KW PMSG controlled by direct power control (DPC). In this article, the converter is controlled by a new SVM technique in order to minimize the total harmonic distortion (THD) and powers ripples (active and reactive). The validity of the proposed strategy applied on the PMSG is verified by Matlab/Simulink. On the other hand, the reactive power, stator current, active power is determined and compared with conventional command strategy.

 

References

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[22] H. Benbouhenni, «Seven-level direct torque control of induction motor based on artificial neural networks with regulation speed using fuzzy PI controller, » Iranian Journal of Electrical and Electronic Engineering, Vol. 14, No. 1, pp. 85-94, 2018.

[1] N. R. Babu, P. Arulmozhivarman, «Wind energy conversion systems-A technical review, » Journal of Engineering Science and Technology, Vol. 8, No. 4, pp. 493-507, 2013.
[2] N. Pareta, N. Sen, « Modeling and simulation of permanent magnet synchronous motoer based wind energy conversion system, » International Journal of Emerging Research in Management & Technology, Vol. 3, No. 7, pp. 43-52, 2014.
[3] D. Casadei, F. Profumo, G. Serra, A. Tami, «FOC and DTC: two viable schemes for induction motors torque control, » IEEE Transactions on Power Electronics, Vol. 17, No. 5, 2002.
[4] M. Singh, «Adaptive network-based fuzzy inference systems for sensorless control of PMSG based wind turbine with power quality improvement features, » Phd Thesis, university of Québec, 2010.
[5] G. Zhuo, J. D. Hostettler, P. Gu, X. Wang, « Robust sliding mode control of permanent magnet synchronous generator-based wind energy conversion systems, » Sustainability, MDPI Journal, Vol. 12, pp. 1-20, 2016.
[6] M. Zoghlami, A. Kadri, F. Bacha, «Analysis and application of the sliding mode control approach in the variable-wind speed conversion system for the utility of grid connection, » Energies, MDPI Journal, Vol. 11, pp. 1-17, 2018.
[7] E. Youness, D. Aziz, E. Abdelaziz, E. Najib, Z. Othmane, «DTC-SVM control for permanent magnet synchronous generator based variable speed wind turbine, » International Journal of Power Electronics and Drive System, Vol. 8, No. 4, pp. 1732-1743, 2017.
[8] G. Kwon, Y. Suh, «Automatic command mode transition strategy of direct power control for PMSG MV offshore wind turbines, » The Transactions of the Korean Institue of Power Electronics, Vol. 21, No. 3, pp. 238-248, 2016.
[9] B. Babes, L. Rahmani, A. Chaoui, N. Hamoudi, «Design and experimental validation of a digital predictive controller for variable-speed wind turbine systems, » Journal of Power Electronics, Vol. 17, No. 1, pp. 232-241, 2017.
[10] W. Lin, D. Liu, Q. Wu, Q. Lu, L. Cui, J. Wang, «Comparative study on direct torque control of interior permanent magnet synchronous motor for electric vehicole, » Science Direct, Vol. 48, pp. 65-71, 2015.
[11] J. Marek, S. Darusz, M. P. Kazmierkowski, « Direct active and reactive power control of AC/DC/AC converter with permanent magnet synchronous generator for sea wave converter, » Power Eng 2007, April 12-14, Setubal, Portugal, pp.78-83, 2007.
[12] E. Benyoussef, A. Meroufel, S. Barakat, «Three-level DTC based on fuzzy logic and neural network of sensorless DSSM using extende kalman filter, » International Journal of Power Electronics and Drive System, Vol. 5, No. 4, pp. 453-463, 2015.
[13] S. Heshmatian, D. A. Khaburi, M. Khosravi, A. Kazemi, « Development and analysis of a novel multi-mode MPPT technique with fast and efficient performance for PMSG-based wind energy conversion systems, » Iranian Journal of Electrical and Electronic Engineering, Vol. 14, No. 1, pp. 37-48, 2018.
[14] Y. Bekakra, D. Ben Attous, « Comparison study between SVM and PWM inverter in sliding mode control of active and reactive power control of a DFIG for variable speed wind energy, » International Journal of Renewable Energy Research, Vol. 2, No. 3, pp. 471-476, 2012.
[15] H. Obdan, M. C. Ozkilic, « Performance comparison of 2-level and 3-level converters in a wind energy conversion system, » Rev. Roum. Sci. Techn.-Electrotechn. et Energ, Vol. 61, No. 4, pp. 388-393, 2016.
[16] E. E. M. Mohamed, M. A. Sayed, « Matrix converters and three-phase inverters fed linear induction motor drives-performance compare, » Ain Shams Engineering Journal, Vol. 2, pp. 1-12, 2016.
[17] N. Mekkaoui, M. Naït-Saïd, « Direct s-power control for a doubly fed induction generator, » Rev. Roum. Sci. Techn.-Electrotechn. Et Energ, Vol. 62, No. 4, pp. 365-370, 2017.
[18] A. Boumediène, L. Abdellah, «A novel sliding mode fuzzy control based on SVM for electric vehicles propulsion system, » ECTI Transactions on Electrical Eng., Electronics and Communications, Vol. 10, No. 2, pp. 153-163, 2012.
[19] S. Allirani, V. B. T. Raaj, « Development of space vector pulse width modulation algorithm for voltage source inverter using dsPIC controller 30F4011, » International Journal of Pure and Applied Mathematics, Vol. 114, No. 9, pp. 257-269, 2017.
[20] A. Saritha, T. Abhiran, DR. K. Sumanth, « Space vector pulse width modulation for two level inverter, » International Journal of Professional Engineering Studies, Vol. 6, No. 3, pp. 8-14, 2016.
[21] M. Magesh, R. Sundareswaran R., «PMSG based wind energy conversion with space vector modulation, » International Journal of Energy and Power Engineering, Vol. 4, No. 3, pp. 146-152, 2015.
[22] H. Benbouhenni, «Seven-level direct torque control of induction motor based on artificial neural networks with regulation speed using fuzzy PI controller, » Iranian Journal of Electrical and Electronic Engineering, Vol. 14, No. 1, pp. 85-94, 2018.
Published
2019-05-23
Section
Articles