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Optimal Fuzzy Controller Tuned by TV-PSO for Induction Motor Speed ControlKULIC, F. , MATIC, D. , DUMNIC, B. , VASIC, V.
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fuzzy logic, speed control, proportional-integral controller, swarm particle optimization, induction motor
control(11), fuzzy(8), drives(6), controller(6), induction(5), vector(4), tuning(4), speed(4), motor(4), matic(4)
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About this article
Date of Publication: 2011-02-27
Volume 11, Issue 1, Year 2011, On page(s): 49 - 54
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2011.01008
Web of Science Accession Number: 000288761800008
SCOPUS ID: 79955979236
This paper reports an automated procedure for the design of an optimal fuzzy logic controller to be used as an induction motor speed controller. The procedure consists of selection of a suitable well known fuzzy logic controller and tuning via particle swarm optimization optimal for the selected criteria. In this way the time required for tuning of the controller is significantly reduced in comparison with trial and error methods. As a benchmark a proportional-integral (PI) controller is used. The PI controller is tuned via the symmetrical optimum procedure, the standard procedure for tuning a speed controller of an induction motor. Simulation results are obtained via a mathematical model developed in Matlab/Simulink. Experimental verification is carried out with a laboratory model based on the DS1104 digital control card. To minimize iron losses and to provide better motor performance for low loads, flux is reduced from nominal and speed is kept below nominal. Results are presented in tables and graphics. The optimal fuzzy logic controller provides a slight practical advantage.
|References|||||Cited By «-- Click to see who has cited this paper|
| W. Leonhard. Control of Electrical Drives. Springer, 1996, ISBN 3-540-59380-2
 P. Vas. Sensorless Vector and Direct Torque Control. Oxford University Press, 1988, ISBN 0-19-856465
 S. Y. Nof. Handbook of industrial robotics, John Wiley and Sons, Inc., 1999, ISBN 0-471-17783-0
 P. Vas. Artificial Intelligence Based Electrical Machines and Drives, Oxford University Press, 1999, ISBN 0-19-859397
 R. Eberhart and J. Kennedy, "A new optimizer using particle swarm theory", Proceedings of the Sixth International Symposium on Micro Machine and Human Science, MHS '95, pp.39-43, 4-6 Oct 1995, Nagoya , Japan
 M. Rapajic and Z. Kanovic, "Time Varaying PSO - convergence analysis convergence-related parameterization and new parameter adjustment scheme," Information Processing Letters, vol. 109, pp.548-552, January 2009.
[CrossRef] [Web of Science Times Cited 25] [SCOPUS Times Cited 33]
 J. W. Umland and M. Safiuddin, "Magnitude and Symmetric Optimum Criterion for the Design of Linear Control System: What Is It and How Does Compare With the Others?," IEEE Transactions of Industry Applications, vol.26, pp.489-497, June 1990.
[CrossRef] [Web of Science Times Cited 39] [SCOPUS Times Cited 55]
 I. Birou, V. Maier, S. Pavel, and C. Rusu, "Indirect Vector Control of an Induction Motor with Fuzzy-Logic based Speed Controller," Advances in Electrical and Computer Engineering, vol. 10, pp.116-120, 2010.
[CrossRef] [Full Text] [Web of Science Times Cited 12] [SCOPUS Times Cited 16]
 B. Heber, L. Xu, and Y. Tang, "Fuzzy Logic Enhanced Speed Control of an Indirect Field-Oriented Induction Machine Drive," IEEE Transactions of Power Electronics, vol.12, pp.772-778, Sept. 1997.
[CrossRef] [Web of Science Times Cited 63] [SCOPUS Times Cited 100]
 M. Masiala, B. Vafakhah, J. Salmon, and A. M. Knight, "Fuzzy Self Tuning Speed Control of an Induction Motor Drive," IEEE Transactions of industry Applications, vol. 44, pp.1732-1740, Dec. 2008.
[CrossRef] [Web of Science Times Cited 48] [SCOPUS Times Cited 71]
 S. V. Ustun and M. Demirtas, "Optimal Tuning of PI coefficients by using fuzzy-genetic for V/f controlled induction motor," Expert Systems with Applications vol. 34, pp. 2714-2720, 2008.
[CrossRef] [Web of Science Times Cited 17] [SCOPUS Times Cited 27]
 H.N Nounou and H. Rehman, "Application of Adaptive Fuzzy Control to AC Machine," Applied Soft Computing, vol. 7, pp.899-907, 2007.
[CrossRef] [Web of Science Times Cited 23] [SCOPUS Times Cited 29]
 Z. Ibrahim and E. Levi, "A Comparative Analysis of Fuzzy Logic and PI Speed Control in High-Performance AC Drives Using Experimental Approach," IEEE Transactions of Industry Applications vol. 38, pp.1210-1218, October 2002.
[CrossRef] [Web of Science Times Cited 66] [SCOPUS Times Cited 90]
 D. Matic, F. Kulic, B. Dumnic, and V. Vasic, "Optimal controller design in indirect vector control scheme," Proceedings of Eighteenth Electrotechnical and Computer Science Conference ERK 2009 IEEE Region 8, pp. 235-238, 21-23 September, Portoroz, Slovenia, 2009, ISBN 1581-4572
 K. J. Astrom and T. Hagglund, PID Controllers, Theory, Design and Tuning 2nd edition, Instrument Society of America, 1995, ISBN 1-55617-516-7
 B. Jeftenic, V.Vasic, and D. Oros, Regulated electrical drives, Akademska misao Beograd, 2004, ISBN 86-7466-158-0, published in Serbian
 F. Kulic, D. Matic, V. Vasic, and D. Oros, "Tuning of PI Controller Parameters For The Control of Absorption Oil Temperature In Process of Vegetable Oil Production," Journal on Processing and Energy in Agriculture, vol.3, pp.93-98, Nov. 2007.
 K. Laroussi, M. Zelmat, and M. Rouff "Implementation of Fuzzy Logic System to Tune PI Controller Applied to an Induction Motor", Advances in Electrical and Computer Engineering, vol. 9, pp.107-113, 2009.
[CrossRef] [Full Text] [Web of Science Times Cited 6] [SCOPUS Times Cited 6]
 D. Matic, B. Dumnic, F. Kulic, and V. Vasic, "Minimal Configuration PI Fuyyz Gain Scheduling Controller in Indirect Vector Control Scheme," The 5th IET International Conference on Power Electronics, Machines and Drives, 19-21 April, Brighton, United Kingdom, 2010.
 D. Matic, V. Bugarski, F. Kulic, and Z. Jelièic, "One realization of fuzzy controller for electric drives" Regional conference Industrial energetic and environmental protection in countries of Southeast Europe IEEP 2008, 24-27. Jun 2008. Zlatibor, Serbia.
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