CFP last date
22 April 2024
Reseach Article

Analysis of Shunt Active Filter with ANN based Controller

by Munazama Ali, Deeraj Joshi
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 182 - Number 32
Year of Publication: 2018
Authors: Munazama Ali, Deeraj Joshi
10.5120/ijca2018918241

Munazama Ali, Deeraj Joshi . Analysis of Shunt Active Filter with ANN based Controller. International Journal of Computer Applications. 182, 32 ( Dec 2018), 27-32. DOI=10.5120/ijca2018918241

@article{ 10.5120/ijca2018918241,
author = { Munazama Ali, Deeraj Joshi },
title = { Analysis of Shunt Active Filter with ANN based Controller },
journal = { International Journal of Computer Applications },
issue_date = { Dec 2018 },
volume = { 182 },
number = { 32 },
month = { Dec },
year = { 2018 },
issn = { 0975-8887 },
pages = { 27-32 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume182/number32/30236-2018918241/ },
doi = { 10.5120/ijca2018918241 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-07T01:13:06.830489+05:30
%A Munazama Ali
%A Deeraj Joshi
%T Analysis of Shunt Active Filter with ANN based Controller
%J International Journal of Computer Applications
%@ 0975-8887
%V 182
%N 32
%P 27-32
%D 2018
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Due to enormously increasing of power electronic devices such as arc furnaces,rectifiers,variable frequency drives introduces harmonics in the power system this leads to very low power factor in the power system. Power filters are widely used in modern electrical distribution systems to eliminate harmonic associated with it. This paper represents the effective solution of shunt active power filter to eliminate the harmonics associated with the utility power supply. The ShAPF requires accurate control algorithm that provides robust performance under source and load unbalances thus, compensation of harmonics depends largely on the algorithm adopted. In this work both PI and ANNcontroller are used in three-phase shunt active power filter to compensate harmonics and reactive power by nonlinear load to improve power quality is implemented for three-phase three wire systems. ANN-based technique is implemented in shunt active power filters to produce controlled pulses required for IGBT inverter. Simulation result obtained shows that performance of ANN controller found is better than PI controller.

References
  1. N. ramchandra, M.kalyanchakravarthi, “neural network based unified power quality conditioners”, International journal of Modern Engineering Research(IJMER) www.ijmer.com Vol.2, Issue. 1, jan-Feb 2012 pp-359-365ISSN: 2249-6645, 2012.
  2. Yash Pal , A. Swarup , and Bhim Singh, “Applications of APF for Power Quality Improvement” IEEE Transactions On Power Systems conference, December, 2010.
  3. MunazamaAli,arminderkaur and Abdul hamidbhat“comparative Analysis of shunt active power filter with pi and Ann controller”, International journal of computer applications(1-6, August) 2016.
  4. H. Rudnick, J.Dixon and L.Moran, “Active power filters as a solution to power quality problems in distribution networks,” IEEE Power and Energy Magazine.
  5. Elsa Susan Daniel and G.Abirami “Selective Harmonic Elimination Using Shunt Hybrid Active Power Filters Operating At Different Switching Frequencies” International Journal of Innovative Research In Electrical & Electronics, Instrumentation And Control Engineering Vol. 1, Issue 1, April 2013
  6. Chennai Salim and Benachaiba Mohamed Toufik,“ Three-phase three-level (NPC) Shunt Active power Filter performance based pwm and Ann controllers for Harmonic Current compensation”, International journal on Electrical Engineering and informatics volume6,2014.
  7. Aziz Boukadoun, TaharBahi, AblaBouguerne, YoucefSoufi, SofianeOUdine, “ Hysteresis Band Current Fuzzy Logic Control for active power filter”, Eighth International conference and exhibition on Ecological Vehicles and Renewable Energies (EVER), 2013.
  8. Active power filter for reactive power compensation and Harmonic suppression by Hurng-Liahng job.
  9. T.Mahalekshmi “Current Harmonic Compensation and Power Factor Improvement by Hybrid Shunt Active Power Filter” International Journal of Computer Applications (0975 – 8887) Volume 4 – No.3, July 2010.
  10. BrahimBerbaoui, ChellaliBenachaiba and rachidDehini, “ Design of optimal PI controller for shunt Active Power Filter using particle Swarm Optimization”, Quatrieme Conference international surle genie Electrique CIGE’ 10, University deBecharAlgerie, 2010.
  11. Rachiddechini, Abdesselam bassou,Brahimferdu, “ Theharmonics detection method based on neural network applied to harmonics compensation”, International journal of engineering, science and technology, vol.2 , pp.258-267,2010.
  12. S. Jain, P. Agarwal, and H. O. Gupta, “Design simulation and experimental investigations on a shunt active power filter for harmonics and reactive power compensation,” Electrical Power Components and Systems, vol. 32, no. 7, Jul. 2003, pp. 671–692.
  13. F. Zahira, a. peer Fatima, “A technical survey on control strategies of active filter for harmonic suppression”,ICCTS, 2012.
  14. B. Singh, V. Verma, and J. Solanki, “Neural network-based selective compensation of current quality problems in distribution system,” IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 53–60, Feb. 2007.
  15. Simulink–Model-Based and System-Based Design, Modelling, Simulation,Implementation version 5,TheMathnWorks, July 2002.
  16. Joao L afonso, H J Ribeiro Silva, Julio, S Martin, “Active Filter For Power Quality Improvement”2001 IEEE Porto Power tech, 10-13 set, 2001 Porto Portugal.
  17. A. E. Emanuel, “Summary of IEEE Standard 1459: definitions for the measurement of electric power quantities under sinusoidal, nonsinusoidal, balanced, or unbalanced conditions,” IEEE Trans. Ind. Appl., vol. 40, no. 3, pp. 869–876, May/Jun. 2004.
  18. MetinKesler and EnginOzdemir, “Synchronous-Reference Frame-Based Control Method for SAPFUnder Unbalanced and Distorted Load Conditios”, IEEE transactions on industrial electronics, VOL. 58, NO. 9, SEPTEMBER 2011.
  19. R Rajalakshmi, Dr V Rajasekaran, “Improvement of Energy Efficiency through power quality by compensation of harmonics with shunt active power filter”2011 International Conference advancements in electrical, electronics and control engineering IEEE.
  20. JR Vázquez, PatricioSalmeron, F Javieralcantra, JainePrieto. A new active power line conditioner for compensation in unbalanced /distorted electrical power system. 14th PSCC, Sevilla. 2002.
  21. Agelidis, V.G., "Real-Time Power System Phasors and Harmonics EstimationUsing a New Decoupled Recursive-Least-Squares Technique for DSPImplementation," IEEE Transactions on Industrial Electronics, vol.60, no.6,pp.2295,2308, June 2013.
  22. Elsa Susan Daniel and G.Abirami “Selective Harmonic Elimination Using Shunt Hybrid Active Power Filters Operating At Different Switching Frequencies” International Journal of Innovative Research In Electrical & Electronics, Instrumentation And Control Engineering Vol. 1, Issue 1, April 2013.
  23. M. Aredes, H. Akagi, E. H. Watanabe, E. V. Salgado, L. F. Encarnação, “Comparisons Between the p–q and p–q–r Theories in Three- Phase Four- WireSystems,” IEEE Transactionson Power Electronics, , vol. 24, no. 4,924933, April 2009.
  24. B.Singh,V.Verma, and J.Solanki, “Neural network-based selective compensation of current quality problems in distribution system,” IEEE Trans. Ind. E
  25. W. Mack grady, S. Santoso, Understanding power system harmonics, IEEE power Eng.Rev. 21(November (11)) (2001) 8-11. lectron., vol. 54, no. 1, pp. 53–60, Feb. 2007.
Index Terms

Computer Science
Information Sciences

Keywords

Shunt Active Power Filter(ShAPF) Passive filters Hysteresis current controller control strategy PI controller Ann controller.