Simulation of a single-phase active power filter based ANN controller

This project presents the employment of a single-phase active power filter (APF) to compensate harmonics generated by battery charger. The presence of the harmonics leads to various problems and poor power quality. The objectives of this project are to reduce the harmonic distortion and improve...

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Main Author: Mahadan, Mohd Ezwan
Format: Thesis
Language:English
English
English
Published: 2013
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Online Access:http://eprints.uthm.edu.my/1970/1/24p%20MOHD%20EZWAN%20MAHADAN.pdf
http://eprints.uthm.edu.my/1970/2/MOHD%20EZWAN%20MAHADAN%20COPYRIGHT%20DECLARATION.pdf
http://eprints.uthm.edu.my/1970/3/MOHD%20EZWAN%20MAHADAN%20WATERMARK.pdf
http://eprints.uthm.edu.my/1970/
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spelling my.uthm.eprints.19702021-10-14T05:46:47Z http://eprints.uthm.edu.my/1970/ Simulation of a single-phase active power filter based ANN controller Mahadan, Mohd Ezwan TK Electrical engineering. Electronics Nuclear engineering TK7800-8360 Electronics This project presents the employment of a single-phase active power filter (APF) to compensate harmonics generated by battery charger. The presence of the harmonics leads to various problems and poor power quality. The objectives of this project are to reduce the harmonic distortion and improve the power factor of the single-phase system with battery charger load. The operation of APF is verified using the simulations in Matlab/Simulink. Artificial neural network (ANN) control based shunt APF is compared to proportional-integral (PI) controller in order to regulate the DC-bus voltage and hysteresis current controller is employed to generate signal for switching purpose. The process is based on sensing line voltages, line currents, filter currents and DC side capacitor voltage. The error signal caused by the filter has been computed firstly. Then this error signal has been compensated using the controller and generates reference line current. The reference filter currents signal then obtained by subtracts the reference line current with the load current. This reference filter current is feed to the hysteresis current controller and compare with the sensed filter currents to obtain the switching signal for active power filter. Simulation results show that the ANN controller based shunt APF has better performance which has reduced harmonic distortion and improve system performance compared to the use of conventional PI controller. Keywords: Shunt APF, PI controller, ANN controller, Total Harmonic Distortion (THD) 2013-01 Thesis NonPeerReviewed text en http://eprints.uthm.edu.my/1970/1/24p%20MOHD%20EZWAN%20MAHADAN.pdf text en http://eprints.uthm.edu.my/1970/2/MOHD%20EZWAN%20MAHADAN%20COPYRIGHT%20DECLARATION.pdf text en http://eprints.uthm.edu.my/1970/3/MOHD%20EZWAN%20MAHADAN%20WATERMARK.pdf Mahadan, Mohd Ezwan (2013) Simulation of a single-phase active power filter based ANN controller. Masters thesis, Universiti Tun Hussein Malaysia.
institution Universiti Tun Hussein Onn Malaysia
building UTHM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tun Hussein Onn Malaysia
content_source UTHM Institutional Repository
url_provider http://eprints.uthm.edu.my/
language English
English
English
topic TK Electrical engineering. Electronics Nuclear engineering
TK7800-8360 Electronics
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
TK7800-8360 Electronics
Mahadan, Mohd Ezwan
Simulation of a single-phase active power filter based ANN controller
description This project presents the employment of a single-phase active power filter (APF) to compensate harmonics generated by battery charger. The presence of the harmonics leads to various problems and poor power quality. The objectives of this project are to reduce the harmonic distortion and improve the power factor of the single-phase system with battery charger load. The operation of APF is verified using the simulations in Matlab/Simulink. Artificial neural network (ANN) control based shunt APF is compared to proportional-integral (PI) controller in order to regulate the DC-bus voltage and hysteresis current controller is employed to generate signal for switching purpose. The process is based on sensing line voltages, line currents, filter currents and DC side capacitor voltage. The error signal caused by the filter has been computed firstly. Then this error signal has been compensated using the controller and generates reference line current. The reference filter currents signal then obtained by subtracts the reference line current with the load current. This reference filter current is feed to the hysteresis current controller and compare with the sensed filter currents to obtain the switching signal for active power filter. Simulation results show that the ANN controller based shunt APF has better performance which has reduced harmonic distortion and improve system performance compared to the use of conventional PI controller. Keywords: Shunt APF, PI controller, ANN controller, Total Harmonic Distortion (THD)
format Thesis
author Mahadan, Mohd Ezwan
author_facet Mahadan, Mohd Ezwan
author_sort Mahadan, Mohd Ezwan
title Simulation of a single-phase active power filter based ANN controller
title_short Simulation of a single-phase active power filter based ANN controller
title_full Simulation of a single-phase active power filter based ANN controller
title_fullStr Simulation of a single-phase active power filter based ANN controller
title_full_unstemmed Simulation of a single-phase active power filter based ANN controller
title_sort simulation of a single-phase active power filter based ann controller
publishDate 2013
url http://eprints.uthm.edu.my/1970/1/24p%20MOHD%20EZWAN%20MAHADAN.pdf
http://eprints.uthm.edu.my/1970/2/MOHD%20EZWAN%20MAHADAN%20COPYRIGHT%20DECLARATION.pdf
http://eprints.uthm.edu.my/1970/3/MOHD%20EZWAN%20MAHADAN%20WATERMARK.pdf
http://eprints.uthm.edu.my/1970/
_version_ 1738580929685749760
score 13.160551