Automatic self-commissioning for secondary-saliencies decoupling in sensorless-controlled AC machines using structured neural networks

IEEE International Symposium on Industrial Electronics

Volumn , Issue , 2007, Pages 2284-2289

  García, Pablo ^a   Reigosa, David ^a   Briz, Fernando ^a   Raca, Dejan ^b   Lorenz, Robert D ^c  

^a UNIVERSITY OF OVIEDO   (Spain)

^b Magnetek Inc Power Control Systems   (United States)

^c UNIVERSITY OF WISCONSIN MADISON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CHLORINE COMPOUNDS; CIVIL AVIATION; ELECTRONICS INDUSTRY; INDUSTRIAL ELECTRONICS; TECHNICAL PRESENTATIONS;

AC MACHINES; CARRIER SIGNALS; COMMISSIONING PROCESS; COMPENSATION METHODS; DRIVES INDUSTRY; INTERNATIONAL SYMPOSIUM; LOOK-UP-TABLES; SENSOR LESS CONTROL; SENSOR-LESS;

NEURAL NETWORKS;

EID: 50049122701     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISIE.2007.4374963     Document Type: Conference Paper

References (18)

1. P.L. Jansen and R.D. Lorenz, "Transducerless position and velocity estimation in induction and salient AC machines," IEEE Trans. Ind. Appl. , Mar./Apr. 1995, Vol. 31, pp. 240-247.
2. J. Cilia, G.M. Asher, and K.J. Bradley, "Sensorless position detection for vector controlled induction motor drives using an asymmetric outersection cage", IEEE Trans. on Ind. Appl., Sept/Oct. 1997, Vol. 33, pp. 1162-1169.
3. F. Briz, M.W. Degner, P. García, and R.D. Lorenz, "Comparison of Saliency-Based Sensorless Control Techniques for AC Machines", IEEE Trans. on Ind. Appl., July/Aug. 2004, Vol. 40, No. 4, pp. 1107-1115.
4. F. Briz, M.W. Degner, P. García, and J. M. Guerrero, "Rotor Position Estimation of AC. Machines Using the Zero Sequence Carrier Signal Voltage", IEEE Trans. on Ind. Appl., Vol. 41, no. 6, Nov/Dec 2005, pp. 1637-1646.
5. A. Consoli, G. Scarcella, and A. Testa, "A new zero frequency flux position detection approach for direct field oriented control drives", Proc. IEEE-IAS Annual Meeting, Phoenix, 1999, Vol 4, pp. 2290-97.
6. J. Holtz and H. Pan, "Elimination of Saturation Effects in Sensorless Position-Controlled Induction Motors", IEEE Trans. On Ind. Appl. March/April 2004, Vol 40, No 2, pp. 623-631.
7. J. Juliet and J. Holtz, "Sensorless acquisition of the rotor position angle for induction motors with arbitrary stator windings" , IEEE Trans. on Ind. Appl., Vol. 41, no. 6, Nov/Dec 2005, pp. 1675-1682.
8. N. Teske, G.M. Asher, M. Sumner, and K.J. Bradley, "Suppression of saturation saliency effects for the sensorless position control of induction motor drives under loaded conditions", IEEE Trans. on Industrial Electronics, Oct 2000, Vol. 47 pp. 1142-1150.
9. Y. Kim, S. Sul, and M. Park, "Speed sensorless vector control of induction motor using extended Kalman filter", IEEE Trans. on Ind. Appl., Sep/Oct 1994, Vol. 30, No. 5, pp. 1225-1233.
10. J. Ha and S. Sul, "Sensorless field-orientation control of an induction machine by high-frequency signal injection", IEEE Trans. on Ind. Appl., Vol 35, No.1, Jan/Feb. 1999, pp. 45-51.
11. Th.M. Wolbank, J.L. Machl, and Th. Jäger, "Combination of Signal Injection and Neural Networks for Sensorless Control of Inverter Fed Machines", Proc IEEE PESC Annual Meeting, Aachen, 2004, Vol.3, pp. 2300-2305.
12. M.W. Degner and R.D. Lorenz, "Position Estimation in Induction Machines Utilizing Rotor Bar Slot Harmonics and Carrier Frequency Signal Injection", IEEE Trans. on Ind. Appl., May/Jun 2000, Vol. 36, No. 3, pp. 736-742.
13. D.R. Seidl., "Motion and Motor Control Using Structured Neural Networks", PhD dissertation, University of Wisconsin-Madison, 1996.
14. Pablo García, Fernando Briz, Dejan Raca, Robert D. Lorenz, "Saliency Tracking-Based, Sensorless Control of AC Machines using Structured Neural Networks", IEEE Trans. On Ind. Appl., Jan/Feb 2007,, Vol 43, No 1.
15. Pablo García, Fernando Briz, Michael W. Degner†, David Díaz-Reigosa, "Accuracy and Bandwidth Limits of Carrier Signal Injection-Based Sensorless Control Methods", Proc IEEE-IAS Annual Meeting, Tampa, Oct. 2006, CD-ROM.
16. Briz, F., Degner, M.W., García, P., Diez, A.B., "Rotor and Flux Position Estimation in Delta-Connected AC Machines Using the Zero Sequence Carrier Signal Current" , IEEE Trans. on Ind. Appl., Vol. 42, no. 2, Mar/Apr 2006, pp. 495-503.
17. Kollias, S. and Anastassiou, D, "An adaptive least squares algorithm for the efficient training of artificial neural networks", IEEE Transactions on Circuits and Systems, Vol. 36, no. 8, pp. 1092-1101.
18. H. Kim, R.D. Lorenz, "Carrier signal injection based sensorless control methods for IPM synchronous machine drives", Proc. IEEE-IAS Annual Meeting, Seattle, Oct. 2004, pp 977-984.