Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz

This report presents Artificial Neural Network controller for direct torque control, (DTC) induction motor drives. ANN speed controller for an induction motor which behaves similar to PI (Proportional and integral) controller. The model of induction motor is designed using the relevant equations. A...

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Main Author:	Abd Aziz, Muhammad Khairul Arifin
Format:	Thesis
Language:	English
Published:	2004
Online Access:	https://ir.uitm.edu.my/id/eprint/84904/1/84904.pdf
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id	my-uitm-ir.84904
record_format	uketd_dc
spelling	my-uitm-ir.849042024-01-16T03:09:59Z Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz 2004 Abd Aziz, Muhammad Khairul Arifin This report presents Artificial Neural Network controller for direct torque control, (DTC) induction motor drives. ANN speed controller for an induction motor which behaves similar to PI (Proportional and integral) controller. The model of induction motor is designed using the relevant equations. A closed-loop system is used for testing. The induction motor speed is control by ANN Technique using samples obtained from the classical technique (PI controller) and Direct Torque Control (DTC) controller. The data for training ANN is generated by simulating a model of the induction motor using SIMULINK. In supervised session, back propagation method will be applied in ANN programs. Comparison is made between classical technique and ANN technique. 2004 Thesis https://ir.uitm.edu.my/id/eprint/84904/ https://ir.uitm.edu.my/id/eprint/84904/1/84904.pdf text en public degree Universiti Teknologi MARA (UiTM) Faculty of Electrical Engineering Ismail, Ishak
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
advisor	Ismail, Ishak
description	This report presents Artificial Neural Network controller for direct torque control, (DTC) induction motor drives. ANN speed controller for an induction motor which behaves similar to PI (Proportional and integral) controller. The model of induction motor is designed using the relevant equations. A closed-loop system is used for testing. The induction motor speed is control by ANN Technique using samples obtained from the classical technique (PI controller) and Direct Torque Control (DTC) controller. The data for training ANN is generated by simulating a model of the induction motor using SIMULINK. In supervised session, back propagation method will be applied in ANN programs. Comparison is made between classical technique and ANN technique.
format	Thesis
qualification_level	Bachelor degree
author	Abd Aziz, Muhammad Khairul Arifin
spellingShingle	Abd Aziz, Muhammad Khairul Arifin Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
author_facet	Abd Aziz, Muhammad Khairul Arifin
author_sort	Abd Aziz, Muhammad Khairul Arifin
title	Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
title_short	Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
title_full	Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
title_fullStr	Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
title_full_unstemmed	Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz
title_sort	direct torque control of induction motor for speed control using back propagation in artificial neural network / muhammad khairul arifin abd aziz
granting_institution	Universiti Teknologi MARA (UiTM)
granting_department	Faculty of Electrical Engineering
publishDate	2004
url	https://ir.uitm.edu.my/id/eprint/84904/1/84904.pdf
_version_	1794192071260635136

Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz

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