Integration of dual intelligent algorithms in shunt active power filter

This paper presents an integration of dual intelligent algorithms: artificial neural network (ANN) based fundamental component extraction algorithm and fuzzy logic based DC-link voltage self-charging algorithm (fuzzy self-charging algorithm), in a three-phase three-wire shunt active power filter (SA...

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Published in:CEAT 2013 - 2013 IEEE Conference on Clean Energy and Technology
Main Author: Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
Format: Conference paper
Language:English
Published: IEEE Computer Society 2013
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84898808286&doi=10.1109%2fCEAT.2013.6775637&partnerID=40&md5=565c1c0c494262992945c1b629935ec6
id 2-s2.0-84898808286
spelling 2-s2.0-84898808286
Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
Integration of dual intelligent algorithms in shunt active power filter
2013
CEAT 2013 - 2013 IEEE Conference on Clean Energy and Technology


10.1109/CEAT.2013.6775637
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84898808286&doi=10.1109%2fCEAT.2013.6775637&partnerID=40&md5=565c1c0c494262992945c1b629935ec6
This paper presents an integration of dual intelligent algorithms: artificial neural network (ANN) based fundamental component extraction algorithm and fuzzy logic based DC-link voltage self-charging algorithm (fuzzy self-charging algorithm), in a three-phase three-wire shunt active power filter (SAPF). The ANN and fuzzy logic are trained using the modified Widrow-Hoff (W-H) weight updating algorithm and fuzzy rules respectively. The controller has utilized both algorithms for producing its reference signals and consequently mitigating distorted source currents, improving system power factor (PF) and regulating the DC-link voltage. A 10kHz pulse-width modulation (PWM) switching algorithm is employed to generate the switching signals and therefore the distorted source currents are reshaped to be sinusoidal source current with low total harmonic distortion (THD) value and in phase with source voltages. The effectiveness of the proposed dual intelligent algorithms is verified using Matlab/ Simulink. © 2013 IEEE.
IEEE Computer Society

English
Conference paper
All Open Access; Green Open Access
author Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
spellingShingle Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
Integration of dual intelligent algorithms in shunt active power filter
author_facet Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
author_sort Rahman N.F.A.A.; Radzi M.A.M.; Mariun N.; Soh A.C.; Rahim N.A.
title Integration of dual intelligent algorithms in shunt active power filter
title_short Integration of dual intelligent algorithms in shunt active power filter
title_full Integration of dual intelligent algorithms in shunt active power filter
title_fullStr Integration of dual intelligent algorithms in shunt active power filter
title_full_unstemmed Integration of dual intelligent algorithms in shunt active power filter
title_sort Integration of dual intelligent algorithms in shunt active power filter
publishDate 2013
container_title CEAT 2013 - 2013 IEEE Conference on Clean Energy and Technology
container_volume
container_issue
doi_str_mv 10.1109/CEAT.2013.6775637
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84898808286&doi=10.1109%2fCEAT.2013.6775637&partnerID=40&md5=565c1c0c494262992945c1b629935ec6
description This paper presents an integration of dual intelligent algorithms: artificial neural network (ANN) based fundamental component extraction algorithm and fuzzy logic based DC-link voltage self-charging algorithm (fuzzy self-charging algorithm), in a three-phase three-wire shunt active power filter (SAPF). The ANN and fuzzy logic are trained using the modified Widrow-Hoff (W-H) weight updating algorithm and fuzzy rules respectively. The controller has utilized both algorithms for producing its reference signals and consequently mitigating distorted source currents, improving system power factor (PF) and regulating the DC-link voltage. A 10kHz pulse-width modulation (PWM) switching algorithm is employed to generate the switching signals and therefore the distorted source currents are reshaped to be sinusoidal source current with low total harmonic distortion (THD) value and in phase with source voltages. The effectiveness of the proposed dual intelligent algorithms is verified using Matlab/ Simulink. © 2013 IEEE.
publisher IEEE Computer Society
issn
language English
format Conference paper
accesstype All Open Access; Green Open Access
record_format scopus
collection Scopus
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