REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER

High quality power is very much critical and essential for medical, research and industrial applications to bring good quality results with accurate evaluation. Hence all the sensitive equipments and critical loads need to be provided with high quality and reliable power, where Uninterruptible Power...

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Main Authors: E. Anandha Banu, D. Shalini Punithavathani
Format: Article
Language:English
Published: ICT Academy of Tamil Nadu 2016-07-01
Series:ICTACT Journal on Soft Computing
Subjects:
UPS
Online Access:http://ictactjournals.in/paper/IJSC_Vol_6_Iss_4_paper_2_1270_1280.pdf
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spelling doaj-f65d96872afa43fcaec5720044df213f2020-11-25T02:16:39ZengICT Academy of Tamil NaduICTACT Journal on Soft Computing0976-65612229-69562016-07-016412701280REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTERE. Anandha Banu0D. Shalini Punithavathani1Manonmaniam Sundaranar University, IndiaGovernment College of Engineering, Tirunelveli, IndiaHigh quality power is very much critical and essential for medical, research and industrial applications to bring good quality results with accurate evaluation. Hence all the sensitive equipments and critical loads need to be provided with high quality and reliable power, where Uninterruptible Power Supplies (UPS) are mainly used to supply reliable power to these loads. Inverter is the main component of a UPS. In the recent times, by the advanced usage of semiconductor devices and non linear loads, harmonics are unavoidable. So the actual challenge for UPS is, under a non linear condition of load, it has to maintain a high quality sinusoidal output voltage. In this paper, the inverter of UPS is replaced by a nine level cascaded H bridge multilevel inverter with equal DC sources and harmonics can be eliminated by the optimal selection of switching angle by using Selective Harmonic Elimination Pulse Width Modulation (SHE-PWM) technique along with a hybrid technique to optimize and minimize the Total Harmonic Distortion(THD). The proposed hybrid technique utilizes the Genetic Algorithm (GA) and Neural Network (NN). The switching angles are calculated offline using Genetic Algorithm. Then the NN is trained by these switching angles and the real time switching angles are found out by Neural Network. The proposed technique is tested over a nine level cascaded H-bridge inverter and the resultant fundamental and harmonic voltages are analysed. Then, simulation is carried out in Matlab/Simulink environment and the results indicate that the switching angles obtained using this method results in efficient harmonic minimization.http://ictactjournals.in/paper/IJSC_Vol_6_Iss_4_paper_2_1270_1280.pdfGenetic AlgorithmNeural NetworkHarmonicsSwitching AngleUPS
collection DOAJ
language English
format Article
sources DOAJ
author E. Anandha Banu
D. Shalini Punithavathani
spellingShingle E. Anandha Banu
D. Shalini Punithavathani
REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
ICTACT Journal on Soft Computing
Genetic Algorithm
Neural Network
Harmonics
Switching Angle
UPS
author_facet E. Anandha Banu
D. Shalini Punithavathani
author_sort E. Anandha Banu
title REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
title_short REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
title_full REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
title_fullStr REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
title_full_unstemmed REAL TIME GA AND ANN BASED SELECTIVE HARMONIC ELIMINATION IN 9 LEVEL UPS INVERTER
title_sort real time ga and ann based selective harmonic elimination in 9 level ups inverter
publisher ICT Academy of Tamil Nadu
series ICTACT Journal on Soft Computing
issn 0976-6561
2229-6956
publishDate 2016-07-01
description High quality power is very much critical and essential for medical, research and industrial applications to bring good quality results with accurate evaluation. Hence all the sensitive equipments and critical loads need to be provided with high quality and reliable power, where Uninterruptible Power Supplies (UPS) are mainly used to supply reliable power to these loads. Inverter is the main component of a UPS. In the recent times, by the advanced usage of semiconductor devices and non linear loads, harmonics are unavoidable. So the actual challenge for UPS is, under a non linear condition of load, it has to maintain a high quality sinusoidal output voltage. In this paper, the inverter of UPS is replaced by a nine level cascaded H bridge multilevel inverter with equal DC sources and harmonics can be eliminated by the optimal selection of switching angle by using Selective Harmonic Elimination Pulse Width Modulation (SHE-PWM) technique along with a hybrid technique to optimize and minimize the Total Harmonic Distortion(THD). The proposed hybrid technique utilizes the Genetic Algorithm (GA) and Neural Network (NN). The switching angles are calculated offline using Genetic Algorithm. Then the NN is trained by these switching angles and the real time switching angles are found out by Neural Network. The proposed technique is tested over a nine level cascaded H-bridge inverter and the resultant fundamental and harmonic voltages are analysed. Then, simulation is carried out in Matlab/Simulink environment and the results indicate that the switching angles obtained using this method results in efficient harmonic minimization.
topic Genetic Algorithm
Neural Network
Harmonics
Switching Angle
UPS
url http://ictactjournals.in/paper/IJSC_Vol_6_Iss_4_paper_2_1270_1280.pdf
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