The week's pick
Reseach Article
Artificial Neural Network Controller for Vector Controlled Induction Motor Drive
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 46 - Number 14 |
| Year of Publication: 2012 |
| Authors: Apoorva Saxena, Sayak Dutta, Chitra.a |
10.5120/6980-9577
|
Apoorva Saxena, Sayak Dutta, Chitra.a . Artificial Neural Network Controller for Vector Controlled Induction Motor Drive. International Journal of Computer Applications. 46, 14 ( May 2012), 35-40. DOI=10.5120/6980-9577
Abstract
Induction motors are the workhorses of industries. Indirect vector control scheme has been preferred due to its superior dynamic performance. Since the conventional PI controller has bounded operating limits and poor transient response, a search for an alternative controller arises. Recently, Artificial Neural Network (ANN) is gaining momentum as a controller for non linear systems. Herein an artificial neural network controller has been designed for a vector controlled induction motor drive. The complete drive system is modeled in Matlab / Simulink. The drive results have been analyzed for both steady state and dynamic conditions. The results are presented with the traditional PI controller and the proposed ANN controller. It is evident from the results that the proposed ANN controller gives promising results.
References
- Baburaj Karanayil, Member, IEEE, Muhammed Fazlur Rahman, Senior Member, IEEE,and Colin Grantham Online Stator and Rotor Resistance Estimation Scheme Using Artificial Neural Networks for Vector Controlled Speed Sensorless Induction Motor Drive –IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, VOL. 54, NO. 1, FEBRUARY 2007.
- M. Menaa ,O. Touhami ,R. Ibtiouen, M. Fadel ,Speed Sensorless Vector Control of Induction Motor using Spiral Vector Model-ECKF and ANN Controller , 1-4244-0743-5/07/$20. 00©2007 IEEE.
- A. K. Sharma, R. A. Gupta, Laxmi Srivastava, Performance of Ann Based Indirect Vector Control Induction Motor Drive Journal of Theoretical and Applied Information Technology-2007.
- Hamid A. Toliyat , Steven G. Campbell, DSP-Based Electromechanical Motion Control, Text book by CRC PRESS-2007.
- A. Chitra, S. Himavathi and A. Muthuramalingam, Identification of Optimal Rotor Resistance Estimator for Vector controlled IM Drives, Proceedings of TIMA – 2009, MIT Campus, Anna University Chennai.
- R. Arulmozhiyal, K. Baskaran, R. Manikandan, An Intelligent Speed Controller for Indirect Vector Controlled Induction Motor Drive, 978-1-4244-5967-4/10/$26. 00 ©2010 IEEE.
- G. Renukadevi, K. Rajambal, Generalized model of Multi-Phase Induction Motor Drive using MATLAB/Simulink, 2011 IEEE PES Innovative Smart Grid Technologies-India. 978-1-4673-0315-6/11/$26. 00©2011 IEEE .
- A. Miloudi, A. Draou, Neural controller design for speed control of an indirect field oriented induction machine drive, -IECON'O1 :The 27th Annual Conference of the IEEE Industrial Electronics Society.
- Mikhail Gorobetz, Anatoly Levchenkov, Modelling of Artificial Neural Network Controller for Electric Drive in Virtual Laboratory, Tenth International Conference on Computer Modelling and Simulation, 1-3 April 2008, pp-198 – 203.
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