i-manager Publications

Dynamic Analysis of Vector Controlled Induction Motor Using Artitifcial Intelligent Controller

Prashant Menghal*, Brajpal Singh**

* Associate Professor, Cadets Training Wing (CTW), Military College of Electronics and Mechanical Engineering, Secunderabad, India.

** Assistant Professor, Cadets Training Wing (CTW), Military College of Electronics and Mechanical Engineering, Secunderabad, India.

Periodicity:August - October'2016
DOI : https://doi.org/10.26634/jic.4.4.8230

Abstract

In the industrial sector, especially in the field of electric drives & control, induction motors play a vital role. Without proper controlling of the speed, it is virtually impossible to achieve the desired task for a specific application. Vector control has been preferred over scalar controlled induction motor due to its superior dynamic performance. As the PI controller has bounded operating limits and poor transient response, a search for an alternative controller arises. Due to advancement in Artificial Intelligence Technique such Fuzzy Logic (FL), Artificial Neural Network, ANFIS has gained momentum as a controller for nonlinear systems. In this paper, artificial intelligent controller such as FLC and ANN have been designed in a vector controlled induction motor drive. The dynamic modeling and simulation of induction motor drive has been done in MATLAB/SIMULINK. The performance evaluation of vector controlled drive has been presented for no load, positive and negative load as well zero speed conditions. The simulation results are presented with the PI controller and Artificial Intelligent controller such as Fuzzy logic and Neural Network. It proves that ANN based vector controlled induction motor drive have better performance as compared to PI and FLC controllers.

Keywords

Proportional Integrator (PI) Controller, Fuzzy Logic Controller (FLC), Neural Network (NN), Intelligent Controller, Adaptive Neuro Fuzzy Inference System (ANFIS).

How to Cite this Article?

Menghal, P.M., and Singh, B. (2016). Dynamic Analysis of Vector Controlled Induction Motor Using Artitifcial Intelligent Controller. i-manager’s Journal on Instrumentation and Control Engineering, 4(4), 23-30. https://doi.org/10.26634/jic.4.4.8230

References

[1]. K.L. Shi, T.F. Chan, Y.K. Wong and S.L. Ho, (1999). “Modeling and simulation of the three phase induction motor using SIMULINK”. Int.J. Elect. Engg. Educ., Vol. 36, pp. 163–172.

[2]. Tze Fun Chan and Keli Shi, (2011). Applied Intelligent Control of Induction Motor Drives. IEEE Willey Press, First edition.

[3]. P.C. Krause, (2000). Analysis of Electrical Machinery and Drives System. IEEE Willey Press.

[4]. Ned Mohan, (2001). “Advanced Electric Drives: Analysis, Control Modeling using Simulink”. MNPERE Publication.

[5]. P.M. Menghal and A. Jaya Laxmi, (2016). “Modelling, simulation and analysis of induction motor using artificial intelligent controller”. International Journal of Modelling and Simulation, pp. 1-16.

[6]. J.W. Finch, D.J. Atkinson and P.P. Acarnleg, (1991). “Scalar To Vector: General Principles of Modern Induction Motor Control”. Fourth International Conference on Power Electronics and Variable-Speed Drives, pp. 364-369.

[7]. Arunima Dey, Bharti Dwivedi, Bhim Singh, and Dinesh Chandra, (2009). “Vector Controlled Induction Motor Drive using Genetic Algorithms Tuned PI Speed Controller”. Journal of Electrical Power Quality and Utilization, Vol. 15, No. 1, pp. 3-8.

[8]. P. Rama Mohan, T. Brahmananda Reddy, and M. Vijaya Kumar, (2014). “A High - Performance PWM Algorithm for Vector Controlled Induction Motor Drive for Reduced Current Ripple”. Int. Conf. on Recent Advances and Innovations in Engineering (ICRAIE), pp. 1-7.

[9]. Maurício Beltrão de Rossiter Corrêa, Cursino Brandão Jacobina, Edison Roberto Cabral da Silva, and Antonio Marcus Nogueira Lima, (2004). “Vector Control Strategies for Single-Phase Induction Motor Drive Systems”. IEEE Trans. on Industrial Electronics, Vol. 51, No. 5, pp. 1073-1080.

[10]. C. Versèle, O. Deblecker and J. Lobry, (2008). “Implementation of a Vector Control Scheme using dSPACE Material for Teaching Induction Motor Drive and th Parameters Identification”. 18 International Conference on Electrical Machines, pp. 1-6.

[11]. Joao O.P. Pinto, and Bimal K. Bose, (2000). “A Neural- Network-Based Space-Vector PWM Controller for Voltagefed Inverter Induction Motor Drive”. IEEE Trans. on Industry Applications, Vol. 36, No. 6, pp. 1628-1636.

[12]. Dong Hwa Kim, (2007). “GA–PSO based Vector Control of Indirect Three Phase Induction Motor”. Journal of Applied Soft Computing, Vol. 7, pp. 601–611.

[13]. Lulian Birou, Virgil Maier, Sorin Pavel, Calin Rusu, (2010). “Indirect Vector Control of an Induction Motor with Fuzzy-Logic based Speed Controller”. Journal of Advances in Electrical and Computer Engineering, Vol. 10, No. 1, pp. 116-120.

[14]. M.N. Uddin, T.S. Radwan, and M.A. Rahman, (2002). “Performances of fuzzy-logic-based indirect vector control for induction motor drive”. IEEE Trans. on Industry Applications, Vol. 38, No. 5, pp. 1219-1225.

If you have access to this article please login to view the article or kindly login to purchase the article

Single Article

	North Americas,UK, Middle East,Europe		India	Rest of world
	USD	EUR	INR	USD-ROW
Online	15	15

ADD TO CART

Options for accessing this content:

If you would like institutional access to this content, please recommend the title to your librarian.
If you already have i-manager's user account: Login above and proceed to purchase the article.
New Users: Please register, then proceed to purchase the article.