A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz

Artificial Neural Network has been trained to perform complex functions in various fields of applications including pattern recognition, identification speech, vision and control system. This report presents ANN speed controller for an induction motor which behaves similar to PI (Proportional and in...

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Main Author: Abdul Aziz, Hayati Nur
Format: Thesis
Language:English
Published: 2004
Online Access:https://ir.uitm.edu.my/id/eprint/84647/1/84647.PDF
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spelling my-uitm-ir.846472024-04-23T08:45:48Z A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz 2004 Abdul Aziz, Hayati Nur Artificial Neural Network has been trained to perform complex functions in various fields of applications including pattern recognition, identification speech, vision and control system. This report presents 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/84647/ https://ir.uitm.edu.my/id/eprint/84647/1/84647.PDF text en public degree Universiti Teknologi MARA (UiTM) Faculty of Electrical Engineering Abdul Hadi, Razali
institution Universiti Teknologi MARA
collection UiTM Institutional Repository
language English
advisor Abdul Hadi, Razali
description Artificial Neural Network has been trained to perform complex functions in various fields of applications including pattern recognition, identification speech, vision and control system. This report presents 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 Abdul Aziz, Hayati Nur
spellingShingle Abdul Aziz, Hayati Nur
A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
author_facet Abdul Aziz, Hayati Nur
author_sort Abdul Aziz, Hayati Nur
title A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
title_short A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
title_full A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
title_fullStr A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
title_full_unstemmed A speed controller of induction motor using artificial neural network / Hayati Nur Abdul Aziz
title_sort speed controller of induction motor using artificial neural network / hayati nur abdul aziz
granting_institution Universiti Teknologi MARA (UiTM)
granting_department Faculty of Electrical Engineering
publishDate 2004
url https://ir.uitm.edu.my/id/eprint/84647/1/84647.PDF
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