Development of direct torque control with neural network for speed change in 3-phase induction motor

This project proposes a technique to develop an improved direct torque control (DTC) with neural network in order to control the speed of the three-phase induction motor. This project will developed using MATLAB software to simulate the outcome for the module designed. The NN controller have to be d...

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Main Author:	Mohammad Gunawan, Muhammad Faqih Muhsin
Format:	Thesis
Language:	English English English
Published:	2019
Subjects:	TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television
Online Access:	http://eprints.uthm.edu.my/577/1/24p%20MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN.pdf http://eprints.uthm.edu.my/577/2/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/577/3/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20WATERMARK.pdf
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id	my-uthm-ep.577
record_format	uketd_dc
spelling	my-uthm-ep.5772021-08-05T03:47:20Z Development of direct torque control with neural network for speed change in 3-phase induction motor 2019-07 Mohammad Gunawan, Muhammad Faqih Muhsin TK5101-6720 Telecommunication. Including telegraphy, telephone, radio, radar, television This project proposes a technique to develop an improved direct torque control (DTC) with neural network in order to control the speed of the three-phase induction motor. This project will developed using MATLAB software to simulate the outcome for the module designed. The NN controller have to be designed and tuned properly. This project focus on the simulation of modelling the three-phase induction motor, implementing the neural network control and comparing the proposed model to the conventional DTC. This researched proposed an ability to control a three-phase induction motor and estimates the speed of motor. NN controller is being used and implemented throughout this project to control the speed of an induction motor. This DTC control works if there is a changes in loads, the inverter switch for the motor will changes as well. Thus, a NN structure has been designed to improve the conventional DTC system. This system is being tested with load disturbance of 0.2Nm and 0.8Nm to verify its effectiveness of NN controller compared to conventional DTC controller. Previously, conventional control system used PID controller for DTC. This project proposed an improvement for this type of DTC control by using NN. The NN controller improves the torque response as well as speed response for NN for 13ms faster compared to PID-DTC. 2019-07 Thesis http://eprints.uthm.edu.my/577/ http://eprints.uthm.edu.my/577/1/24p%20MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN.pdf text en public http://eprints.uthm.edu.my/577/2/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20COPYRIGHT%20DECLARATION.pdf text en staffonly http://eprints.uthm.edu.my/577/3/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20WATERMARK.pdf text en validuser mphil masters Universiti Tun Hussein Onn Malaysia Fakulti Kejuruteraan Elektrik dan Elektronik
institution	Universiti Tun Hussein Onn Malaysia
collection	UTHM Institutional Repository
language	English English English
topic	TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television
spellingShingle	TK5101-6720 Telecommunication Including telegraphy, telephone, radio, radar, television Mohammad Gunawan, Muhammad Faqih Muhsin Development of direct torque control with neural network for speed change in 3-phase induction motor
description	This project proposes a technique to develop an improved direct torque control (DTC) with neural network in order to control the speed of the three-phase induction motor. This project will developed using MATLAB software to simulate the outcome for the module designed. The NN controller have to be designed and tuned properly. This project focus on the simulation of modelling the three-phase induction motor, implementing the neural network control and comparing the proposed model to the conventional DTC. This researched proposed an ability to control a three-phase induction motor and estimates the speed of motor. NN controller is being used and implemented throughout this project to control the speed of an induction motor. This DTC control works if there is a changes in loads, the inverter switch for the motor will changes as well. Thus, a NN structure has been designed to improve the conventional DTC system. This system is being tested with load disturbance of 0.2Nm and 0.8Nm to verify its effectiveness of NN controller compared to conventional DTC controller. Previously, conventional control system used PID controller for DTC. This project proposed an improvement for this type of DTC control by using NN. The NN controller improves the torque response as well as speed response for NN for 13ms faster compared to PID-DTC.
format	Thesis
qualification_name	Master of Philosophy (M.Phil.)
qualification_level	Master's degree
author	Mohammad Gunawan, Muhammad Faqih Muhsin
author_facet	Mohammad Gunawan, Muhammad Faqih Muhsin
author_sort	Mohammad Gunawan, Muhammad Faqih Muhsin
title	Development of direct torque control with neural network for speed change in 3-phase induction motor
title_short	Development of direct torque control with neural network for speed change in 3-phase induction motor
title_full	Development of direct torque control with neural network for speed change in 3-phase induction motor
title_fullStr	Development of direct torque control with neural network for speed change in 3-phase induction motor
title_full_unstemmed	Development of direct torque control with neural network for speed change in 3-phase induction motor
title_sort	development of direct torque control with neural network for speed change in 3-phase induction motor
granting_institution	Universiti Tun Hussein Onn Malaysia
granting_department	Fakulti Kejuruteraan Elektrik dan Elektronik
publishDate	2019
url	http://eprints.uthm.edu.my/577/1/24p%20MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN.pdf http://eprints.uthm.edu.my/577/2/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20COPYRIGHT%20DECLARATION.pdf http://eprints.uthm.edu.my/577/3/MUHAMMAD%20FAQIH%20MUHSIN%20MOHAMMAD%20GUNAWAN%20WATERMARK.pdf
_version_	1747830642446434304

Development of direct torque control with neural network for speed change in 3-phase induction motor

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