Direct Torque Control Using Fuzzy and Neural as Switching Vector Selector for Doubly Fed IM

Abstract:

The conventional Direct Torque Control approach has some drawbacks such as high torque ripple and switching frequency, which is varying with speed, load torque and the selected hysteresis bands, this paper discuss the application of neural network and fuzzy logic on DTC of Doubly fed induction motor DFIM, the proposed techniques having the advantages of low torque and flux ripples. Simulation results emphasize the good performance of the fuzzy and neural techniques.

• Periodical: Advanced Materials Research (Volume 646)
• Pages: 134-138
• DOI: https://doi.org/10.4028/www.scientific.net/AMR.646.134
• Online since: January 2013
• Authors: Fethia Hamidia, Abdelakader Larabi, Mohamed Seghir Boucherit
• Keywords: DFIM, DTC, Fuzzy Logic, Neural Network (NN)

References

[1] Takahashi, Youhichi Ohmori, High-performance direct torque control of an induction motor, IEEE Transactions on industry applications, Vol 25 N°. 2 (1989), pp.1603-1611.

DOI: 10.1109/28.25540

[2] A. Elebacha, M.T. Lanchich, M. cherkaoui, Contrôle directe de couple d'une machine asynchrone système de régulation de vitesse avec anti-emballement, IEEE, (2000).

[3] S. Kaboli, M.R. Zolghadri, S. Hahbin, A. Honifar , Effects of the flux value on torque ripple of the direct torque controlled induction motors drives determination, IEEE (2003), pp.439-444.

DOI: 10.1109/peds.2003.1282879

[4] A. Menacer, A. Benakcha, B. Messaoudi, The use of the Direct Control of Stator Flux and Kalman Filter for the Direct Torque Control of Induction Machine, Journal of Electrical Systems, No1 (2009), pp.42-47.

[5] K. Bimal Bose, Modern Power Electronics and AC Drives , Prentice Hall DTR (2001).

[6] Bin Wu, High-Power Converters and AC Drives , Wiley-IEEE Press (2006).

[7] Majid A. Alwan, Online Tuning of Stator Resistance in DTC Drive Based on Wavenet Theory , Journal of Basrah Researches (Sciences) Volume 37. Number 2 (2011).

[8] F. Hamidia, A. Larabi, M.S. Boucherit, Speed Controller for PMSM Drive based on Fuzzy Logic: Comparison of Four Techniques, International Review of Automatic Control (IRACO) (Theory and Applications), Vol. 5, No. 2, (2012), pp.195-201.

[9] A. Tlemcani, O. Bouchhida, K. Benmansour, D. Boudana and M. S. Boucherit, Direct Torque Control Strategy (DTC) Based on Fuzzy Logic Controller for a Permanent Magnet Synchronous Machine Drive , Journal of Electrical Engineering & Technology, vol. 4, no. 1 (2009).

DOI: 10.5370/jeet.2009.4.1.066

[10] F. Hamidia, A. Larabi, M.S. Boucherit, Reduction Torque Ripples of Direct Torque Controlled Permanent Magnet SM Using Neural Network , International Journal of Sciences and Techniques of Automatic control & computer engineering, vol. 5, no. 2 (2011).

DOI: 10.1109/icnsc.2013.6548710