International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 111

Research Paper | Electrical & Electronics Engineering | India | Volume 2 Issue 8, August 2013


Artificial Neural Network Based Speed and Torque Control of Three Phase Induction Motor

Amanulla, Manjunath Prasad


Abstract: Direct Torque Control (DTC) of Induction Motor drive has quick torque response without complex orientation transformation and inner loop current control. DTC has some drawbacks, such as the torque and flux ripple. The control scheme performance relies on the accurate selection of the switching voltage vector. This proposed simple structured neural network based new identification method for flux position estimation, sector selection and stator voltage vector selection for induction motors using direct torque control (DTC) method. The ANN based speed controller has been introduced to achieve good dynamic performance of induction motor drive. The Levenberg-Marquardt back-propagation technique has been used to train the neural network. Proposed simple structured network facilitates a short training and processing times. The stator flux is estimated by using the modified integration with amplitude limiter algorithms to overcome drawbacks of pure integrator. The conventional flux position estimator, sector selector and stator voltage vector selector based modified direct torque control (MDTC) scheme compared with the proposed scheme and the results are validated through both by simulation and experimentation.


Keywords: ANN based speed controller, direct torque control DTC, flux position estimator


Edition: Volume 2 Issue 8, August 2013,


Pages: 462 - 465


How to Cite this Article?

Amanulla, Manjunath Prasad, "Artificial Neural Network Based Speed and Torque Control of Three Phase Induction Motor", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=12013132, Volume 2 Issue 8, August 2013, 462 - 465

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'ANN'

Downloads: 40

Research Paper, Electrical & Electronics Engineering, India, Volume 9 Issue 12, December 2020

Pages: 906 - 908

Solar Powered Bi-Directional Converter with a Two Wire Interface used in Microgrids

Mohitha Venkit S

Share this Article

Downloads: 59

Research Paper, Electrical & Electronics Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1057 - 1060

Variance Index of Three Phase Instantaneous Power based Fault during Power Swing

Prasanth Gullinka, Kumarraja.A

Share this Article

Similar Articles with Keyword 'based'

Downloads: 20 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Masters Thesis, Electrical & Electronics Engineering, Jordan, Volume 10 Issue 4, April 2021

Pages: 733 - 740

Design of a 50 kW Solar PV Powered Charging Station for EVs

Yazan Aloqaily, Dr. Nedim Tutkun

Share this Article

Downloads: 49

Review Papers, Electrical & Electronics Engineering, Bangladesh, Volume 10 Issue 2, February 2021

Pages: 1380 - 1391

A Review of Digital FIR Filter Design in Communication Systems

Kamal Hossain, Roni Ahmed, Md. Asadul Haque, Muahmmad Towfiqur Rahman

Share this Article

Similar Articles with Keyword 'speed'

Downloads: 2

Research Paper, Electrical & Electronics Engineering, India, Volume 10 Issue 6, June 2021

Pages: 480 - 485

Unlocking the Potential of Li-Fi for Next-Generation Wireless Communication

Geeta Mongia, Gaurav Verma

Share this Article

Downloads: 49

Review Papers, Electrical & Electronics Engineering, Bangladesh, Volume 10 Issue 2, February 2021

Pages: 1380 - 1391

A Review of Digital FIR Filter Design in Communication Systems

Kamal Hossain, Roni Ahmed, Md. Asadul Haque, Muahmmad Towfiqur Rahman

Share this Article

Similar Articles with Keyword 'controller'

Downloads: 20 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Masters Thesis, Electrical & Electronics Engineering, Jordan, Volume 10 Issue 4, April 2021

Pages: 733 - 740

Design of a 50 kW Solar PV Powered Charging Station for EVs

Yazan Aloqaily, Dr. Nedim Tutkun

Share this Article

Downloads: 40

Research Paper, Electrical & Electronics Engineering, India, Volume 9 Issue 12, December 2020

Pages: 906 - 908

Solar Powered Bi-Directional Converter with a Two Wire Interface used in Microgrids

Mohitha Venkit S

Share this Article

Similar Articles with Keyword 'direct'

Downloads: 0

Research Paper, Electrical & Electronics Engineering, India, Volume 10 Issue 10, October 2021

Pages: 1504 - 1509

Integrated Current - Fed Quasi - Z - Source Solar Inverter with Power Buck - Boost Capability

K. Kalaiselvan

Share this Article

Downloads: 1

Masters Thesis, Electrical & Electronics Engineering, Afghanistan, Volume 10 Issue 5, May 2021

Pages: 253 - 260

Control of Power Flow in Large-Scale PV Microgrid with Load Control and Energy Storage System

Wafiullah Fazalyar, Dr. Murtaza Farsadi

Share this Article

Similar Articles with Keyword 'torque'

Downloads: 102

Research Paper, Electrical & Electronics Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1447 - 1449

Implementation of 3-Phase Induction Motor through Indirect Vector Control Using PID Controller with Fuzzy Logic Techniques

Amit Kumar Meshram, Amit Goswami

Share this Article

Downloads: 109

Research Paper, Electrical & Electronics Engineering, India, Volume 2 Issue 7, July 2013

Pages: 344 - 346

Controlling of Rotor Flux for Doubly Fed Induction Machine-Based Wind Turbines under Voltages Dips and without Crowbar Protection

P.Murali, T. Muni Prakash

Share this Article

Similar Articles with Keyword 'control'

Downloads: 1

Masters Thesis, Electrical & Electronics Engineering, Afghanistan, Volume 10 Issue 5, May 2021

Pages: 253 - 260

Control of Power Flow in Large-Scale PV Microgrid with Load Control and Energy Storage System

Wafiullah Fazalyar, Dr. Murtaza Farsadi

Share this Article

Downloads: 20 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Masters Thesis, Electrical & Electronics Engineering, Jordan, Volume 10 Issue 4, April 2021

Pages: 733 - 740

Design of a 50 kW Solar PV Powered Charging Station for EVs

Yazan Aloqaily, Dr. Nedim Tutkun

Share this Article

Similar Articles with Keyword 'flux'

Downloads: 102

Research Paper, Electrical & Electronics Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1447 - 1449

Implementation of 3-Phase Induction Motor through Indirect Vector Control Using PID Controller with Fuzzy Logic Techniques

Amit Kumar Meshram, Amit Goswami

Share this Article

Downloads: 109

Research Paper, Electrical & Electronics Engineering, India, Volume 2 Issue 7, July 2013

Pages: 344 - 346

Controlling of Rotor Flux for Doubly Fed Induction Machine-Based Wind Turbines under Voltages Dips and without Crowbar Protection

P.Murali, T. Muni Prakash

Share this Article
Top