An artificial neural network for online tuning of genetic algorithm based PI controller for interior permanent magnet synchronous motor drive

Proceedings of the Power Conversion Conference-Osaka 2002, PCC-Osaka 2002

Volumn 1, Issue , 2002, Pages 154-160

  Rahman, M A ^a   Uddin, M N ^b   Abido, M A ^c  

^a MEMORIAL UNIVERSITY OF NEWFOUNDLAND   (Canada)

^b LAKEHEAD UNIVERSITY   (Canada)

^c KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS   (Saudi Arabia)

Author keywords

artificial neural network; digital signal processor; genetic algorithm; Interior permanent magnet motor; PI controller; vector control

Indexed keywords

ALGORITHMS; DIGITAL SIGNAL PROCESSORS; ELECTRIC DRIVES; ELECTRIC MOTORS; GENETIC ALGORITHMS; MAGNETS; NEURAL NETWORKS; OPTIMIZATION; PERMANENT MAGNETS; RADIAL BASIS FUNCTION NETWORKS; ROBUST CONTROL; SIGNAL PROCESSING; SYNCHRONOUS MOTORS; TUNING; TWO TERM CONTROL SYSTEMS; VECTOR CONTROL (ELECTRIC MACHINERY);

DIFFERENT OPERATING CONDITIONS; INTERIOR PERMANENT MAGNET MOTORS; INTERIOR PERMANENT MAGNET SYNCHRONOUS MOTOR DRIVES; OPTIMIZATION PROCEDURES; PI CONTROLLER; PI CONTROLLER PARAMETERS; PROPORTIONAL INTEGRAL CONTROLLERS; RADIAL BASIS FUNCTION NETWORKS (RBFN);

CONTROLLERS;

EID: 84961684178     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PCC.2002.998539     Document Type: Conference Paper

References (15)

1. G. R. Slemon, "Electric Machines and drives", Addison-Wesley Publication Company, 1992, pp. 503-511.
2. F. Blaschke, The Principle of Filed Orientation as Applied to The New Transvector Closed-Loop Control System for Rotating-Field Machines, Siemens Review, Vol. 34, No.3, pp. 217-220, May 1972.
3. M. A. Rahman and M. A. Hoque, "On-Line Self -Tuning ANN Based Speed Control of a PM DC Motor", IEEE/ASME Trans. on Mechatronics, Vol. 2, No. 3, Sept. 1997, pp. 169-178.
4. M. A. Rahman and Ping Zhou, "Field Circuit Analysis of Brushless Permanent Magnet Synchronous Motors", IEEE Trans. on Ind. Elect., Vol.43, No.2, April 1996, pp. 256-267.
5. X. Cui and K. G. Shin, "Direct Control and Coordination using Neural Networks", IEEE Trans. on Man and Cybernatics, Vol. 23, No. 3, 1993, pp. 686-697.
6. S. Weerasooriya and M. A. El-Sarkawi, "Identification and Control of a DC Motor using Back Propagation Neural Networks", IEEE Trans. on Energy Conversion, Vol. 6, No. 4, Dec. 1991, pp. 663-669.
7. S. Weerasooriya and M. A. El-Sarkawi, "Laboratory Implementation of a Neural Network trajectory Controller for a dc Motor", IEEE Trans. on Energy Conversion, Vol. 8, March 1993, pp. 107-113.
8. F. M. Khouly, A.S. A. Gaffar, A. A. Mohammed and A. M. Sharaf, "Artificial Intelligent Speed Control Strategies for Permanent Magnet DC Motor Drives", IEEE/IAS Annual Meeting Conference Record, 1994, Vol. 1, pp. 379-385.
9. M. A. El-Sarkawi, A. A. El-Samahy and M. L. El-Syed, "High Performance Drive of dc Brushless Motors Using Neural Network", IEEE Trans. on Energy Conversion, Vol. 9, No. 2, 1994, pp. 317-322.
10. M. A. Rahman and M. A. Hoque, "On-Line Adaptive Artificial Neural Network Based Vector Control of Permanent Magnet Synchronous Motors", IEEE Trans. on Energy Conversion, Vol. 13, No. 4, 1998, pp. 311-318.
11. Y.Yi, D.M. Vilathgamuwa and M.A.Rahman, "A New Artificial Neural Network Controller for Interior Permanent Magnet Motor Drive", IEEE/IAS Annual Conference Record, Vol. 1, Oct. 2001, Chicago, pp. 945-952.
12. D. E. Goldberg, Genetic Algorithms inSsearch, Optimization, and Machine Learning, Addison-Wesley, 1989.
13. M. A. Abido and Y.L. Abdel-Magid, "Online Identification of Synchronous Machines using Radial Basis Function Networks", IEEE Trans. on Power Systems, vol. 12, no. 4, Nov. 1997, pp. 1500-1506.
14. dSPACE, "Digital Signal Processing and Control Engineering, Manual Guide, GmbH, Paderborn, Germany, 1996.
15. Matlab, Simulink User Guide, The Math Works Inc., 1997.