Research Article

Sensorless Speed Control of Induction Motors with Artificial Neural Networks

Volume: 4 Number: 1 December 30, 2020
EN

Sensorless Speed Control of Induction Motors with Artificial Neural Networks

Abstract

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.

Keywords

References

  1. [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. [2] A. Haitham, I. Atıf, G. Jaroslaw, High Performance Control of AC Drives With Matlab/Simulink Models, Noida, India: Wiley, 2012.
  3. [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. [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. [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. [6] G. Fouad, AC Electric Motors Control: Advanced Design Techniques and Applications, New Delhi, India: Wiley, 2013.
  7. [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. [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.

Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Publication Date

December 30, 2020

Submission Date

November 5, 2019

Acceptance Date

December 26, 2020

Published in Issue

Year 2020 Volume: 4 Number: 1

APA
Otkun, O. (2020). Sensorless Speed Control of Induction Motors with Artificial Neural Networks. Journal of Engineering and Technology, 4(1), 19-26. https://izlik.org/JA87WF39WY
AMA
1.Otkun O. Sensorless Speed Control of Induction Motors with Artificial Neural Networks. JETECH. 2020;4(1):19-26. https://izlik.org/JA87WF39WY
Chicago
Otkun, Ozcan. 2020. “Sensorless Speed Control of Induction Motors With Artificial Neural Networks”. Journal of Engineering and Technology 4 (1): 19-26. https://izlik.org/JA87WF39WY.
EndNote
Otkun O (December 1, 2020) Sensorless Speed Control of Induction Motors with Artificial Neural Networks. Journal of Engineering and Technology 4 1 19–26.
IEEE
[1]O. Otkun, “Sensorless Speed Control of Induction Motors with Artificial Neural Networks”, JETECH, vol. 4, no. 1, pp. 19–26, Dec. 2020, [Online]. Available: https://izlik.org/JA87WF39WY
ISNAD
Otkun, Ozcan. “Sensorless Speed Control of Induction Motors With Artificial Neural Networks”. Journal of Engineering and Technology 4/1 (December 1, 2020): 19-26. https://izlik.org/JA87WF39WY.
JAMA
1.Otkun O. Sensorless Speed Control of Induction Motors with Artificial Neural Networks. JETECH. 2020;4:19–26.
MLA
Otkun, Ozcan. “Sensorless Speed Control of Induction Motors With Artificial Neural Networks”. Journal of Engineering and Technology, vol. 4, no. 1, Dec. 2020, pp. 19-26, https://izlik.org/JA87WF39WY.
Vancouver
1.Ozcan Otkun. Sensorless Speed Control of Induction Motors with Artificial Neural Networks. JETECH [Internet]. 2020 Dec. 1;4(1):19-26. Available from: https://izlik.org/JA87WF39WY