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...
Published in: | CEAT 2013 - 2013 IEEE Conference on Clean Energy and Technology |
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IEEE Computer Society
2013
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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 |
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container_issue |
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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 |
_version_ |
1809677611912134656 |