Voltage tracking of DC-DC CUK converter using neural network control

This paper presents a control scheme of a neural network for a DC-DC Cuk converter. The proposed neural network control (NNC) strategy is designed to produce regulated variable DC output voltage. The mathematical model of Cuk converter and artificial neural network algorithm is derived. Cuk co...

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Main Author: Bidin, Mohamed Noor Azman
Format: Thesis
Language:English
English
English
Published: 2012
Subjects:
Online Access:http://eprints.uthm.edu.my/2275/
Abstract Abstract here
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author Bidin, Mohamed Noor Azman
author_facet Bidin, Mohamed Noor Azman
author_sort Bidin, Mohamed Noor Azman
description This paper presents a control scheme of a neural network for a DC-DC Cuk converter. The proposed neural network control (NNC) strategy is designed to produce regulated variable DC output voltage. The mathematical model of Cuk converter and artificial neural network algorithm is derived. Cuk converter has some advantages compared to other type of converters. However the nonlinearity characteristic of the Cuk converter due to the switching technique is difficult to be handled by conventional controller such as proportional-integral-derivative (PID) controller. To overcome this problem, a neural network controller with online learning back propagation algorithm is developed. The NNC designed tracked the converter voltage output and improve the dynamic performance regardless load disturbances and supply variations. The proposed controller effectiveness during dynamic transient response is then analyze and verified using MATLAB-Simulink. Simulation results confirm the excellent performance of the proposed NNC, exhibits better dynamic performance compared to the classical PID controller
format Thesis
id uthm-2275
institution Universiti Tun Hussein Onn Malaysia
language English
English
English
publishDate 2012
record_format EPrints
record_pdf Restricted
spelling uthm-22752021-10-31T05:07:15Z http://eprints.uthm.edu.my/2275/ Voltage tracking of DC-DC CUK converter using neural network control Bidin, Mohamed Noor Azman TK Electrical engineering. Electronics Nuclear engineering TK7800-8360 Electronics This paper presents a control scheme of a neural network for a DC-DC Cuk converter. The proposed neural network control (NNC) strategy is designed to produce regulated variable DC output voltage. The mathematical model of Cuk converter and artificial neural network algorithm is derived. Cuk converter has some advantages compared to other type of converters. However the nonlinearity characteristic of the Cuk converter due to the switching technique is difficult to be handled by conventional controller such as proportional-integral-derivative (PID) controller. To overcome this problem, a neural network controller with online learning back propagation algorithm is developed. The NNC designed tracked the converter voltage output and improve the dynamic performance regardless load disturbances and supply variations. The proposed controller effectiveness during dynamic transient response is then analyze and verified using MATLAB-Simulink. Simulation results confirm the excellent performance of the proposed NNC, exhibits better dynamic performance compared to the classical PID controller 2012-07 Thesis NonPeerReviewed text en http://eprints.uthm.edu.my/2275/1/24p%20MOHAMED%20NOOR%20AZMAN%20BIDIN.pdf text en http://eprints.uthm.edu.my/2275/2/MOHAMED%20NOOR%20AZMAN%20BIDIN%20COPYRIGHT%20DECLARATION.pdf text en http://eprints.uthm.edu.my/2275/3/MOHAMED%20NOOR%20AZMAN%20BIDIN%20WATERMARK.pdf Bidin, Mohamed Noor Azman (2012) Voltage tracking of DC-DC CUK converter using neural network control. Masters thesis, Universiti Tun Hussein Onn Malaysia.
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
TK7800-8360 Electronics
Bidin, Mohamed Noor Azman
Voltage tracking of DC-DC CUK converter using neural network control
thesis_level Master
title Voltage tracking of DC-DC CUK converter using neural network control
title_full Voltage tracking of DC-DC CUK converter using neural network control
title_fullStr Voltage tracking of DC-DC CUK converter using neural network control
title_full_unstemmed Voltage tracking of DC-DC CUK converter using neural network control
title_short Voltage tracking of DC-DC CUK converter using neural network control
title_sort voltage tracking of dc dc cuk converter using neural network control
topic TK Electrical engineering. Electronics Nuclear engineering
TK7800-8360 Electronics
url http://eprints.uthm.edu.my/2275/
work_keys_str_mv AT bidinmohamednoorazman voltagetrackingofdcdccukconverterusingneuralnetworkcontrol