Commenced in January 2007
Paper Count: 30169
Neural Network Based Predictive DTC Algorithm for Induction Motors
Abstract:In this paper, a Neural Network based predictive DTC algorithm is proposed .This approach is used as an alternative to classical approaches .An appropriate riate Feed - forward network is chosen and based on its value of derivative electromagnetic torque ; optimal stator voltage vector is determined to be applied to the induction motor (by inverter). Moreover, an appropriate torque and flux observer is proposed.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1058731Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1053
 W. Leonhard, Control of Electric Drives, Springer Verlag, Berlin, Germany, 3rd edition, 2001.
 P. Vas, Vector Control of AC Machines, Clarendon press, Oxford, 1990.
 J. H. Nash, "Direct Torque Control, Induction Motor Vector Control Without an Encoder", IEEE Transactions on Industry Applications, vol. 33, no. 2, March/April 1986, pp. 333-341.
 I. Takahashi, T. Noguchi, "A New Quick Response and High-Efficiency Control Strategy of an Induction Motor", IEEE Transactions on Industry Applications, vol. IA-22, no. 5, September/October1986, pp. 820-827.
 I. Boldea, Direct Torque and Flux Control (DTFC) of A.C. Drives: A Review, in Proceedings of EPEPEMC'2000, Vol. 1, Kosice, Slovakia, 2000, pp. 88-97.
 C.A. Martins, T.A. Meynard, X. Roboam, A.S. Caravalho, "A predictive sampling scale model for direct torque control of the induction machine fed by multilevel voltage-source inverter", The European Physical Journal. Applied Physics 5, 1999, pp. 51-61.
 T.G. Habetler, F. Profumo, M. Pastorelli, L.M. Tolbert, "Direct torque control of induction machines using space vector modulation", IEEE Transactions on Industry Applications, Volume 28, Issue 5, Sept.- Oct. 1992 pp. 1045 - 1053.
 J. Holtz, "The Representation of AC Machine Dynamics by Complex Signal Flow Graphs," IEEE Transactions on Industrial Electronics, vol. 42, no. 3, June 1995, pp. 263-271.
 J. Kley, G. Papafotiou,K. Papadopoulos,P. Bohren, M. Morari, Performance evaluation of model predictive direct torque control, in Proceedings of Power Electronics Specialists Conference, 2008, PESC 2008,, Rhodes, Greece, June 2008, pp. 4737-4744.
 S. Kaboli M. R. Zolghadr, D. Roye .I. Guiraud J-C. Crebier , Design and Implementation of a Predictive Controller for Reducing the Torque Ripple in Direct Torque Control Based Induction Motor Drives, in Proceedings of 35th Annual IEEE Power Electronics Specialist$ Conference, Aachen, Germany, 2004, pp. 476-481.
 G. Papafotiou, T. Geyer and M. Morari, Optimal Direct Torque Control of Three-Phase Symmetric Induction Motors, 43rd IEEE Conference on Decision and Control, in Proceedings of, Atlantis, Paradise Island, Bahamas, December 2004, pp. 1860-1865.
 M. Pacas, J. Weber, "Predictive Direct Torque Control for the PM Synchronous Machine", IEEE Transactions on Industrial Electronics, Vol. 52, No. 5, October 2005, pp. 1350 - 1356.
 G. Gatto, I. Marongiu, A. Serpi, A. Perfetto, A Predictive Direct Torque Control of Induction Machines, in Proceedings of SPEEDAM 2008, June 2008, Ischia, Italy, pp. 1103-1108.
 Rodic, M. Jezernik, k. "Lyapanov Based Predictive Dtc Algorithm For Induction Motors",Power Electronics And Applications,2009,EPE,09.13th European Conference On 8-10 Sept. 2009.
 S.Panta, S.Premrudeepreechacharn, S.Nuchprayoon, C.Dechthummarong, S.Janjornmanit and S.Yachiangkam, Optimal Economic Dispatch For Power Generation Using Artificial Neural Network,The 8TH International Power Engineering Conference(IPEC2007).