Sensorless Speed Control of Induction Motors with Artificial Neural Networks

Yıl 2020, Cilt: 4 Sayı: 1, 19 - 26, 30.12.2020

Ozcan Otkun

Öz

Because
Induction Motors (IM) are widely used in industrial areas, the control problem
of these motors at different speeds has emerged. In this study, sensorless
speed control of IM was performed with Artificial Neural Networks (ANN).
Frequency-controlled scalar control method was utilized to control IM. Speed
and torque data have been entered to ANN. Here, ANN provided to achieve the
desired speed of the motor by estimating frequency. The results of the study
conducted based on Matlab/Simulink examined and presented.

Anahtar Kelimeler

Sensorless control, speed control, IM, ANN

Kaynakça

• [1] P. M. Menghal, and A. J. Laxmi, “Dynamic modeling, simulation & analysis of induction motor drives”, International Conference onScience Engineering and Management Research (ICSEMR), Chennai, 2014.
• [2] A. Haitham, I. Atıf, G. Jaroslaw, High Performance Control of AC Drives With Matlab/Simulink Models, Noida, India: Wiley, 2012.
• [3] J. Thankachan, S. P. Singh, “A Neuro-Fuzzy Direct Torque Control Using Bus-Clamped Space Vector Modulation”, IETE Technical Review, 1-13, 2015.
• [4] A. Smith, S. Gadoue, M. Armst, and J. Finch, “Improved method for the scalar control of induction motor drives”, IET Electric Power Applications, 7, 6, pp. 487-498, 2013.
• [5] A. Consoli, G. Scelba, G. Scarcella, M. Cacciato, “New scalar control for full speed operating range IM drives”, 2011 IEEE International Electric Machines & Drives Conference (IEMDC), Niagara Falls, 2011.
• [6] G. Fouad, AC Electric Motors Control: Advanced Design Techniques and Applications, New Delhi, India: Wiley, 2013.
• [7] M. Menaa, O. Touhami, R. Ibtiouen, M. Fadel, “Speed Sensorless Vector Control of an Induction Motor using Spiral Vector Model-ECKF and ANN Controller”, IEEE International Electric Machines & Drives Conference, IEMDC '07., Antalya, 2007.
• [8] P.M. Menghal and A.J. Laxmi, Scalar Control of An Induction Motor Using AI Controller, IEEE International Conference on Power, Automation & Communication (INPAC-2014), 6-8 Oct 2014, pp 60-65.
• [9] Y. Bensalem, W. Abboud, L. Sbita and M. N. Abdelkrim, “A Sensorless Neural Network Speed Control of Induction Motor Drive”, International Journal of Signal System Control and Engineering Application, 1: 150-158, 2008.
• [10] T.-F. Chan, K. Shi, Applied Intelligent Control of Induction Motor Drives, Singapore: John Wiley & Sons, 2011.
• [11] S. Anupam, T. Ritu, “Fusion of Face and Speech Features with Artificial Neural Network for Speaker Authentication”, IETE Technical Review, 24, 5, 359- 368, 2007.
• [12] G. Prerna, A. P. Mittal, S. Bhim, “Recurrent and Feedforward Neural Network Control of Permanent Magnet Synchronous Motor”, IETE Journal of Research, 57, 6, 541-549, 2014.
• [13] CVX Research, 'CVX: Matlab Software for Disciplined Convex Programming', Available: http://cvxr.com/cvx/. June 2015.