An MRAS based speed estimation method with a linear neuron for high performance induction motor drives and its experimentation

IEMDC 2003 - IEEE International Electric Machines and Drives Conference

Volumn 1, Issue , 2003, Pages 617-623

  Cirrincione, M ^a   Pucci, M ^a  

^a CNR   (Italy)

Author keywords

Adaptive control; Adaptive systems; Artificial neural networks; Control systems; Induction motor drives; Induction motors; Neurons; Programmable control; Sensorless control; Torque control

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; ADAPTIVE SYSTEMS; ALGORITHMS; CONTROL SYSTEMS; DRIVES; ELECTRIC DRIVES; ELECTRIC MACHINE THEORY; ELECTRIC MACHINERY; ELECTRIC MOTORS; INDUCTION MOTORS; NEURAL NETWORKS; NEURONS; SPEED; TORQUE CONTROL; VECTOR CONTROL (ELECTRIC MACHINERY);

ADAPTIVE CONTROL; ANN (ARTIFICIAL NEURAL NETWORK); HIGH-PERFORMANCE INDUCTION MOTOR DRIVES; INDUCTION MOTOR DRIVE; MODEL REFERENCE ADAPTIVE SYSTEM; ORDINARY LEAST SQUARES; PROGRAMMABLE CONTROLS; SENSORLESS ALGORITHMS;

SENSORLESS CONTROL;

EID: 84946063896     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMDC.2003.1211326     Document Type: Conference Paper

References (21)

1. K. Rajashekara, A. Kawamura, K. Matsue, "Sensorless Control of AC Motor Drives", IEEE Press, 1996.
2. P. Vas, "Sensorless Vector and Direct Torque Control", Oxford Science Publication, 1998.
3. J. Holtz, "Methods for Speed Sensorless Control of AC Drives", IEEE PCC, Yokohama, pp. 415-420, 1993.
4. C. Ilas, A. Bettini, L. Ferraris, G. Griva, F. Profumo, "Comparison of Different Schemes without Shaft Sensor for Field Oriented Control Drives", IEEE IECON, pp. 1579-1588, 1994.
5. K. D. Hurst, T.G. Habetler, G. Griva, F. Profumo, "Speed Sensorless Field-Oriented Control of Induction Machines Using Current Harmonic Spectral Estimation", IEEE IAS, pp. 601-607,1994.
6. R. Kreindler, J. C. Moreira, A. Testa, T. Lipo, "Direct Field Orientation Controller Using the Stator Phase Voltage Third Harmonic", IEEE Transactions on Industry Application, vol. 30, no2, pp. 441-447, March/April 1994.
7. C. Shauder, "Adaptive Speed identification for Vector Control of Induction Motors without Rotational Transducers", IEEE Transactions on Industry Application, vol. 28, no5, pp. 1054-1061, September-/October 1992.
8. H. Tajima, Y. Hori, "Speed Sensorless Field-Orientation of the Induction Machine", IEEE Transactions on Industry Application, vol. 29, no1, pp. 175-180, January/February 1993.
9. F. Peng, T. Fukao, "Robust Speed identification for Speed-Sensorless Vector Control of Induction Motors", IEEE Transactions on Industry Application, vol. 30, no5, pp. 1234-1240, September/October 1994.
10. L. Ben-Brahim, R. Kurosawa, "Identification of Induction Motor Speed using Neural Networks", IEEE PCC, Yokohama, pp. 689-694, 1993.
11. M. Elloumi, L. Ben-Brahim, M. Al-Hamadi, "Survey of Speed Sensorless Controls for IM drives", IECON 98, vol. 2, pp. 1018-1023.
12. L. Ben-Brahim, S. Tadakuma, A. Akdag, "Speed Control of Induction Motor without Rotational Transducers", IEEE Transactions on Industry Application, vol. 35, no4, July/Angust 1999.
13. P. Vas, A. F. Stronach, M. Rashed, M. Neuroth, "Implementation of ANN-Based Sensorless Induction Motor Drives", 9th International Conference on Electrical Machines and Drives, IEE, 1999.
14. M. P. Kazmierkowski, D. L. Sobczuk, P. Z. Filipek, "Sensorless Control of Induction Motor Using a neural Network for Speed Estimation", IEEE ISIE 97, Guimaraes, Portugal.
15. T. Chen, T. Sheu, "Model Reference Neural Network Controller for Induction Motor Speed Control", IEEE Transaction on Energy Conversion, vol. 17, no2, June 2002.
16. S. Kim, T. Park, J. Yoo, G. Park, "Speed-Sensorless Vector Control of an Induction Motor Using Neural Network Speed Estimation", IEEE Transactions on Industrial Electronics, vol. 48, no3, June 2001.
17. X. Ma, Z. Na, "Neural Network Identification Scheme for Speed Sensor-less DTC Induction Motor Drive System", PIEMC 2000, vol.3, pp. 1242-1245.
18. O. Sorensen, "Neural Network in Control Application", PhD thesis, Department of Control Engineering, Aalborg University, 1994.
19. M. Pucci, M. Cirrincione, "Estimation of the Electrical of an Induction Motor in Saturated and Unsaturated Conditions by use of the Least-Squares Method", IEEE ACEMP 2001, pp. 288+294, 26-29 June 2001, Kusadasi, Turkey.
20. M. Pucci, M. Cirrincione, "A Direct-Torque Control of an AC Drive Based on a Recursive-Least-Squares (RLS) Method", IEEE SDEMPED 2001, Gorizia.
21. M. Pucci, Novel Numerical Techniques for the Identification of Induction Motors for the Control of AC Drives: Simulations and Experimental Implementations (in Italian), PhD Thesis, University of Palermo (Italy), January 2001.