The 8th International Conference on Robotic, Vision, Signal Processing & Power Applications pp 501-506 | Cite as
Vector Control of Induction Motor Using Neural Network
Abstract
This paper deals with field oriented control of induction motor drive system with an online neural network for speed control. The field oriented control used to decoupling the flux and torque in order to get the performance as well as direct current motor. The online neural network is designed to maintain the output speed variation. To verify the effectiveness of the proposed method, a simulation model was developed. The result shows that the performance of transient response is improved in term of overshoot and settling time by using neural network field oriented control system. It is concluded that neural network based field oriented control schemes of induction motor drive is more effective to replace the conventional proportional integral derivative based field oriented control technique.
Keywords
Induction motor Field oriented control Neural network controllerNotes
Acknowledgments
The author would like to gratitude University Tun Hussein Onn Malaysia for any valuable supports during conducting this research and in preparing this manuscript.
References
- 1.Goyat S, Ahuja RK (2012) Speed control of IM using vector or field oriented control. Int J Adv Eng Technol 4(1):475–482Google Scholar
- 2.Zuben V, Netto FJ, Bim MLA, Szajner E (1994) Adaptive vector control of a three-phase IM using neural networks. IEEE world congress on IEEE international conference of computational intelligence, vol 6, pp 3750–3755Google Scholar
- 3.Ba-Razzouk A, Cheriti A, Olivier G (1997) A neural network based field oriented control scheme for induction motor. Industry applications conference of 32nd IAS annual meeting, IAS on conference record of the IEEE, vol 2, pp 804–811Google Scholar
- 4.Wishart MT, Harley RG (1995) Identification and control of induction machines using artificial NNs. IEEE Trans Ind Appl 31(3):612–619CrossRefGoogle Scholar
- 5.Narendra KS, Parthasarathy K (1990) Identification and control of dynamical systems using neural network. IEEE Trans Neural Network 1(1):4–27CrossRefGoogle Scholar
- 6.Yang HT, Huang KY, Huang CL (1993) An ANN based identification and control approach for field-oriented induction Moto. In: 2nd international conference on advances in power system control, operation and management, APSCOM-93, vol 2, pp 744–750Google Scholar
- 7.Sivasubramaniam A (2009) Application of neural network structure in voltage vector selection of direct torque control induction motor. Int J Appl Eng Res 4(6):903Google Scholar
- 8.Ba-Razzouk A, Cheriti A, Olivier G, Sicard P (1995) Field oriented control of IMs using neural network decouplers. In: Proceedings of the IEEE Industrial electronics, control, and instrumentationGoogle Scholar
- 9.Yatim AHM, Utomo WM (2007) Neural network efficiency optimization control of a variable speed compressor motor drive. In: IEEE international electric machines and drives conference, pp 1716–1720Google Scholar
- 10.Yatim AHM, Utomo WM (2004) On-line optimal control of variable speed compressor motor drive using neural control model. In: PECon proceedings conference, pp 83–87Google Scholar