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

Abd Aziz, Muhammad Khairul Arifin (2004) Direct torque control of induction motor for speed control using back propagation in artificial neural network / Muhammad Khairul Arifin Abd Aziz. Degree thesis, Universiti Teknologi MARA (UiTM).

Abstract

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.

Metadata

Item Type: Thesis (Degree)
Creators:
Creators
Email / ID Num.
Abd Aziz, Muhammad Khairul Arifin
UNSPECIFIED
Contributors:
Contribution
Name
Email / ID Num.
Thesis advisor
Ismail, Ishak
UNSPECIFIED
Divisions: Universiti Teknologi MARA, Shah Alam > Faculty of Electrical Engineering
Programme: Bachelor of Electrical (Hons) Engineering
Keywords: ANN, neural, network
Date: 2004
URI: https://ir.uitm.edu.my/id/eprint/84904
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