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Improvements in SVM-DTC of Induction Motor with Fuzzy Logic Controllers Using FPGA


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DOI: https://doi.org/10.15866/iree.v12i5.12857

Abstract


Direct torque control (DTC) is a simple and robust control algorithm for high performance industrial applications. The conventional DTC suffers from major drawbacks like high torque and flux ripples, variable switching frequency, current distortions during changes in switching sector and poor performance during low speed operations. The problem of the variable switching frequency and the reduction in torque and flux ripples can be achieved using space vector modulation based direct torque control (SVM-DTC). The dynamic performance of the SVM-DTC is improved by replacing the constant gain PI speed, flux and torque controllers with fuzzy controllers. In this paper, both SVM-DTC with PI controller and fuzzy controllers are implemented using FPGA. The complete VHDL code for both DTC with PI and Fuzzy controllers is initially developed and simulated and then synthesized using Xilinx ISE 14.3 design tool. The complete developed code of the proposed algorithm is implemented on Spartan 6 XC6SLX25 board. The experimental results depict that an improved dynamic response of the induction motor is achieved in the SVM-DTC of the induction motor using fuzzy logic controllers.
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Keywords


FPGA; DTC; Spartan 6; PI Controller; Fuzzy Logic Controllers

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References


I. Takahashi, T. Noguchi, “A new quick-response and high efficiency control strategy of an induction machine,” IEEE Trans. on Industrial Applications Vol. IA-22, no. 5, pp. 820-827, Sept./Oct. 1986.
http://dx.doi.org/10.1109/tia.1986.4504799

M. Depenbrock, "Direct Self Control of Inverter-Fed Induction Machines," IEEE Trans. on Power Electronics, Vol. PE-3, no.4, pp.420-429, Oct. 1988.
http://dx.doi.org/10.1109/63.17963

T. G. Habetler, F. Profumo, M. Pastorelli, and L. M. Tolbert, “Direct torque control of induction machines using space vector modulation,” IEEE Trans. Ind. Appl., vol. 28, no. 5, pp. 1045–1053, Sep./Oct. 1992.
http://dx.doi.org/10.1109/28.158828

Jun-Koo Kang and Seung-Ki Sul, "New direct torque control of induction motor for minimum torque ripple and constant switching frequency," IEEE Transactions on Industry Applications, vol. 35, no. 5, pp. 1076-1082, Sep/Oct 1999.
http://dx.doi.org/10.1109/28.793368

J. Rodriguez, J. Pontt, C. Silva, R. Huerta, and H. Miranda, “Simple direct torque control of induction machine using space vector modulation,” Electron. Lett., vol. 40, pp. 412–413, 2004.
http://dx.doi.org/10.1049/el:20040299

A. Tripathi, A. M. Khambadkone, and S. K. Panda, “Torque ripple analysis and dynamic performance of a space vector modulation based control method for ac drives,” IEEE Trans. Power Electron., vol. 20, no. 2, pp. 485–492, Mar. 2005.
http://dx.doi.org/10.1109/tpel.2004.842956

G. S. Buja and M. P. Kazmierkowski, "Direct torque control of PWM inverter-fed AC motors - a survey," IEEE Transactions on Industrial Electronics, vol. 51, no. 4, pp. 744-757, Aug. 2004.
http://dx.doi.org/10.1109/tie.2004.831717

D. Casadei, G. Serra and K. Tani, "Implementation of a direct control algorithm for induction motors based on discrete space vector modulation," IEEE Transactions on Power Electronics, vol. 15, no. 4, pp. 769-777,Jul 2000.
http://dx.doi.org/10.1109/63.849048

Kyo-Beum Lee; Joong-Ho Song; Choy, I.; Ji-Yoon Yoo, "Torque ripple reduction in DTC of induction motor driven by three-level inverter with low switching frequency," in Power Electronics, IEEE Transactions on, vol.17, no.2, pp.255-264, Mar 2002
http://dx.doi.org/10.1109/63.988836

Kouro, S.; Bernal, R.; Miranda, H.; Silva, C.A.; Rodriguez, J., "High-Performance Torque and Flux Control for Multilevel Inverter Fed Induction Motors," in Power Electronics, IEEE Transactions on, vol. 22, no. 6, pp. 2116-2123, Nov. 2007.
http://dx.doi.org/10.1109/tpel.2007.909189

Benaouda, O., Bendiabdellah, A., Cherif, B., Contribution to Reconfigured Multi-Level Inverter Fed Double Stator Induction Machine DTC-SVM Control, (2016) International Review on Modelling and Simulations (IREMOS), 9 (5), pp. 317-328.
http://dx.doi.org/10.15866/iremos.v9i5.10053

Muhterem Özgür Kızılkaya and Kayhan Güle, “Feed-Forward Approach in Stator-Flux-Oriented Direct Torque Control of Induction Motor with Space Vector Pulse-Width Modulation,” Journal of Power Electronics, Vol. 16, No. 3, pp. 994-1003,May 2016.
http://dx.doi.org/10.6113/jpe.2016.16.3.994

S. A. Mir, D. S. Zinger and M. E. Elbuluk, "Fuzzy controller for inverter fed induction machines," in IEEE Transactions on Industry Applications, vol. 30, no. 1, pp. 78-84, Jan.-Feb. 1994.
http://dx.doi.org/10.1109/28.273624

H. Sudheer, S. Kodad and B. Sarvesh, “Direct Torque and Flux control of induction motor using Fuzzy Logic controller”, in Proceeding of 2nd International Conference on Advances in Electrical, Electronics, Information, Communication and Bio-Informatics (AEEICB), Chennai, pp. 193-197, 2016.
http://dx.doi.org/10.1109/aeeicb.2016.7538271

P. Z. Grabowski, M. P. Kazmierkowski, B. K. Bose and F. Blaabjerg, "A simple direct-torque neuro-fuzzy control of PWM-inverter-fed induction motor drive," in IEEE Transactions on Industrial Electronics, vol. 47, no. 4, pp. 863-870, Aug 2000.
http://dx.doi.org/10.1109/41.857966

Hanumanthakari, S., Kodad, S., Botlaguduru, S., Sensorless Direct Torque Control of Induction Motor Using AI Based Duty Ratio Controllers, (2016) International Review on Modelling and Simulations (IREMOS), 9 (5), pp. 339-347.
http://dx.doi.org/10.15866/iremos.v9i5.10034

Yen-Shin Lai and Juo-Chiun Lin, New hybrid fuzzy controller for direct torque control induction motor drives, IEEE Transactions on Power Electronics, vol. 18, no. 5, pp. 1211-1219, Sept. 2003.
http://dx.doi.org/10.1109/tpel.2003.816193

Zegai, L., Bendjebbar, M., Belhadri, K., Lakhdari, F., Adaptive Neuro-Fuzzy Speed Regulator Applied in Direct Torque Control for Induction Motor Drive Using Multilevel Inverter, (2016) International Review of Automatic Control (IREACO), 9 (4), pp. 182-191.
http://dx.doi.org/10.15866/ireaco.v9i4.9149

P. Sooraksa and G. Chen, On comparison of hybrid fuzzy PI plus conventional D controller versus fuzzy PI+D controller, in IEEE Transactions on Industrial Electronics, vol. 51, no. 1, pp. 238-239, Feb. 2004.
http://dx.doi.org/10.1109/tie.2003.821893

H. F. E. Soliman and M. E. Elbuluk, Direct Torque Control of a Three Phase Induction Motor Using a Hybrid PI/Fuzzy Controller, Industry Applications Conference, 42nd IAS Annual Meeting, 2007.
http://dx.doi.org/10.1109/ias.2007.258

L. Mokrani and R. Abdessemed, "A fuzzy self-tuning PI controller for speed control of induction motor drive," in Proceedings of 2003 IEEE Conference on Control Applications, 2003. Vol.2. pp. 785-790, 2003.
http://dx.doi.org/10.1109/cca.2003.1223109

Sudheer H, Kodad SF and Sarvesh B, Fuzzy Direct Torque and Flux Control of Induction motor Using Fuzzy Speed controller, i-Manager’s Journal on Electrical Engineering, Vol. 6 pp. 14-21 Apr-Jun 2013.

Belgacem, A., Ben Salem, Y., Abdelkrim, M., Comparative Study Between Classical and Intelligent DTC for Dual Three Phase Induction Motors, (2014) International Review of Automatic Control (IREACO), 7 (2), pp. 191-196.

M. Uddin and M. Hafeez, "FLC-Based DTC Scheme to Improve the Dynamic Performance of an IM Drive," IEEE Transactions on Industry Applications, vol. 48, no. 2, pp. 823-831, March-April 2012.
http://dx.doi.org/10.1109/tia.2011.2181287

E. Monmasson, L. Idkhajine, M. N. Cirstea, I. Bahri, A. Tisan and M. W. Naouar, "FPGAs in Industrial Control Applications," in IEEE Transactions on Industrial Informatics, vol. 7, no. 2, pp. 224-243, May 2011.
http://dx.doi.org/10.1109/tii.2011.2123908

J. J. Rodríguez-Andina, M. D. Valdés-Peña and M. J. Moure, "Advanced Features and Industrial Applications of FPGAs—A Review," in IEEE Transactions on Industrial Informatics, vol. 11, no. 4, pp. 853-864, Aug. 2015.
http://dx.doi.org/10.1109/tii.2015.2431223

N. R. N. Idris, C. L. Toh and M. E. Elbuluk, "A New Torque and Flux Controller for Direct Torque Control of Induction Machines," in IEEE Transactions on Industry Applications, vol. 42, no. 6, pp. 1358-1366, Nov.-dec.2006.
http://dx.doi.org/10.1109/tia.2006.882685

Krim, Saber, et al. "FPGA-Based Implementation Direct Torque Control of Induction Motor." International Journal of Power Electronics and Drive Systems 5.3 (2015): 293.
http://dx.doi.org/10.11591/ijpeds.v5.i3.pp293-304

T. Sutikno, N. R. N. Idris, A. Jidin and M. N. Cirstea, "An Improved FPGA Implementation of Direct Torque Control for Induction Machines," IEEE Transactions on Industrial Informatics, vol. 9, no. 3, pp. 1280-1290, Aug. 2013.
http://dx.doi.org/10.1109/tii.2012.2222420

S. Allirani, Jagannathan, V., “Modeling and simulation of high performance direct torque controlled induction motor dtrive”, J. Electrical Systems 9.3 pp: 355-366, 2013.

Kowalski, Czeslaw T., and Jacek D. Lis. "Speed sensorless DTC control of the induction motor using FPGA implementation." COMPEL-The international journal for computation and mathematics in electrical and electronic engineering, Vol.29, No.1 pp: 109-125, 2010.
http://dx.doi.org/10.1108/03321641011007993

Hassan Farhan Rashag, S. P. Koh Ahmed N. Abdalla, Nadia M. L. Tan, and K. H. Chong “Modified Direct Torque Control using Algorithm Control of Stator Flux Estimation and Space Vector Modulation Based on Fuzzy Logic Control for Achieving High Performance from Induction Motors” Journal of Power Electronics, Vol. 13., No. 3 pp: 369-380, 2013.
http://dx.doi.org/10.6113/jpe.2013.13.3.369

Krim, S., Gdaim, S., Mtibaa, A., Faouzi Mimouni, M., Real Time Implementation of High Performance’s Direct Torque Control of Induction Motor on FPGA, (2014) International Review of Electrical Engineering (IREE), 9 (5), pp. 919-929.
http://dx.doi.org/10.15866/iree.v9i5.3664

Ramdasi, S., Senthil Kumar, A., Thipse, S., Marathe, N., Development of DTC for Induction Motor Fed with Multilevel Inverter & Improved PWM Control Strategy to Maximise Energy Efficiency in EV/HEV/FCV, (2015) International Review of Electrical Engineering (IREE), 10 (4), pp. 477-491.
http://dx.doi.org/10.15866/iree.v10i4.6240


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