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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Main Authors: Abdul Rahman, Nor Farahaida, Mohd Radzi, Mohd Amran, Mariun, Norman, Che Soh, Azura, Abd Rahim, Nasrudin
Format: Conference or Workshop Item
Language:English
Published: IEEE 2013
Online Access:http://psasir.upm.edu.my/id/eprint/69008/1/Integration%20of%20dual%20intelligent%20algorithms%20in%20shunt%20active%20power%20filter.pdf
http://psasir.upm.edu.my/id/eprint/69008/
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spelling my.upm.eprints.690082019-06-12T02:09:30Z http://psasir.upm.edu.my/id/eprint/69008/ Integration of dual intelligent algorithms in shunt active power filter Abdul Rahman, Nor Farahaida Mohd Radzi, Mohd Amran Mariun, Norman Che Soh, Azura Abd Rahim, Nasrudin 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. IEEE 2013 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/69008/1/Integration%20of%20dual%20intelligent%20algorithms%20in%20shunt%20active%20power%20filter.pdf Abdul Rahman, Nor Farahaida and Mohd Radzi, Mohd Amran and Mariun, Norman and Che Soh, Azura and Abd Rahim, Nasrudin (2013) Integration of dual intelligent algorithms in shunt active power filter. In: 2013 IEEE Conference on Clean Energy and Technology (CEAT), 18-20 Nov. 2013, Langkawi, Kedah, Malaysia. (pp. 259-264). 10.1109/CEAT.2013.6775637
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
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.
format Conference or Workshop Item
author Abdul Rahman, Nor Farahaida
Mohd Radzi, Mohd Amran
Mariun, Norman
Che Soh, Azura
Abd Rahim, Nasrudin
spellingShingle Abdul Rahman, Nor Farahaida
Mohd Radzi, Mohd Amran
Mariun, Norman
Che Soh, Azura
Abd Rahim, Nasrudin
Integration of dual intelligent algorithms in shunt active power filter
author_facet Abdul Rahman, Nor Farahaida
Mohd Radzi, Mohd Amran
Mariun, Norman
Che Soh, Azura
Abd Rahim, Nasrudin
author_sort Abdul Rahman, Nor Farahaida
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
publisher IEEE
publishDate 2013
url http://psasir.upm.edu.my/id/eprint/69008/1/Integration%20of%20dual%20intelligent%20algorithms%20in%20shunt%20active%20power%20filter.pdf
http://psasir.upm.edu.my/id/eprint/69008/
_version_ 1643839371409883136
score 13.18916