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Artificial Neural Networks Application to Improve Shunt Active Power Filter

Authors: Rachid.Dehini, Abdesselam.Bassou, Brahim.Ferdi

Abstract:

Active Power Filters (APFs) are today the most widely used systems to eliminate harmonics compensate power factor and correct unbalanced problems in industrial power plants. We propose to improve the performances of conventional APFs by using artificial neural networks (ANNs) for harmonics estimation. This new method combines both the strategies for extracting the three-phase reference currents for active power filters and DC link voltage control method. The ANNs learning capabilities to adaptively choose the power system parameters for both to compute the reference currents and to recharge the capacitor value requested by VDC voltage in order to ensure suitable transit of powers to supply the inverter. To investigate the performance of this identification method, the study has been accomplished using simulation with the MATLAB Simulink Power System Toolbox. The simulation study results of the new (SAPF) identification technique compared to other similar methods are found quite satisfactory by assuring good filtering characteristics and high system stability.

Keywords: Artificial Neural Networks (ANN), p-q theory, (SAPF), Harmonics, Total Harmonic Distortion.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1061900

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References:


[1] Youssef ,K., "Industrial power quality problems Electricity Distribution," IEE Conf. Pub1 No. 482, vo1.2. June 2001, 18-21.
[2] Ping.W.,Zhixiong.Z., Houquan.C., ÔÇÿA DSP-based active power filter for three-phase power distribution systems-, 2009International Conference on Computer Engineering and Technology 978-0-7695-3521-0/09 $25.00 ┬® 2009 IEEE DOI 10.1109/ICCET.2009.140
[3] C. Benachaiba, S. Dib and O. Abdelkhlek, ÔÇÿGenetic Algorithm-Based Self-Learning Fuzzy PI Controller for Shunt Active filter-, International Journal of Applied Engineering Research V. 1/ N. 2 (IJAER) 2006, pp. 203-216.
[4] O. Abdelkhalek, C. Benachaiba, M.Haidas, T. Benslimane, 'A new technique applied to a fuzzy regulator to control the shunt active filter DC bus voltage', journal "Information Technology and Control (ITC) 2008" , September 2008 Vol.37 No.3 (ISSN 1392-124X).
[5] Hugo.A, Ramos.C., Aurelio.M., Gary W. C., ÔÇÿReal-Time Shunt Active Power Filter Compensation-, IEEE TRANSACTIONS ON POWER DELIVERY, VOL. 23, NO. 4, OCTOBER 2008
[6] M. Rafiei, Verification of global optimality of the OFC active power filters by means of genetic algorithms, Proc. WSEAS Int. Conf. on Systems, Vouliagmeni, Athens, Greece, Jul. 10-12, 2006, pp. 559-564
[7] H. Akagi, S. Srianthumrong and Y. Tamai, "Comparisons in circuit configuration and filtering performance between hybrid and pure shunt active fitters", IEEE 38th Conf on Industry Applications, Vol. 2, pp. 1195-1202, October 2003.
[8] S.Rahmani, K. Al-Haddad, . F.Fnaiech. "A Three-Phase Shunt Active Power Filter for Damping of Harmonic Propagation in Power Distribution Systems " IEEE ISIE 2006, July 9-12, 2006, Montreal, Quebec, Canada, pp. 1760-1764.
[9] Hui.L, Guohai.L and Yue. S., ÔÇÿA Novel harmonics Detection Method Based on Wavelet Algorithm for Active Power Filter-,Proceedings of the 6th World Congress on Intelligent Control and Automation, June 21 - 23, 2006, Dalian, China.
[10] Khadkikar.V.,Chandra.A., Singh. B.N., ÔÇÿGeneralised single-phase p-q theory for active power filtering: simulation and DSP-based experimental investigation-, Published in IET Power Electronics Received on 2nd September 2007 Revised on 5th April 2008 doi: 10.1049/iet-pel:20070375.
[11] O. Abdelkhalek, C. Benachaiba, T. Benslimane, M. Haidas, 'A Novel Theory of Reference Harmonic Current Identification Based on the Per Unit System Used for The Active Filters', Istanbul University - Journal of Electrical & Electronics Engineering (JEEE), 2008 Vol. 8, No. 2, pp. 747-757.
[12] O. Abdelkhalek, C. Benachaiba, T. Benslimane, M. Haidas, ' A Novel Theory of Reference Reactive Current Identification Based on the Per Unit System Used for The Active Filters ', Istanbul University - Journal of Electrical & Electronics Engineering (JEEE), 2008 Vol. 8, No. 2, pp. 759-767.
[13] A. TAHRI, A. DRAOU "Instantaneous Active and Reactive Power Measuring Method in Three Phase Power System" Leonardo Electronic Journal of Practices and Technologies, Issue 6, January-June 2005, p. 17-28.
[14] S. A. Soliman, K. El-Naggar, and Al-Kandari,"Kalman filtering based algorithm for low frequency power systems sub-harmonics identification," International Journal of Power Energy Systems, vol.17, 1997.
[15] Matthew.A. G.,ÔÇÿA Comparative Analysis Of Proportional-Integral compensated And Sliding mode Compensated Shunt Active Power Filters-, A Thesis Submitted to the Faculty of Mississippi State University in Partial Fulfillment of the Requirements for the Degree of Master of Science in Electrical Engineering in the Department of Electrical and Computer Engineering ,December 2004,Copyright 2005 by Gray, Matthew Alan , 10-18
[16] M. Ahmed ÔÇÿSliding Mode Control For Switched Mode Power Supplies-, Thesis for the degree of Doctor of Science (Technology) to be presented with due permission for public examination and criticism in the auditorium 1382 at Lappeenranta University of Technology, Lappeenranta, Finland on the 14th of December 2004,at noon. Page(s):32-34.
[17] C. Benachaiba, B. Ferdi, ÔÇÿA Comparative Study of IEC 61000 Part 3-2 & 3-4 and IEEE 519-1992 Standards in Low Voltage Applications-, International Review of Electrical Engineering (IREE) December 2007, pp. 771-776.
[18] Yongtao,Dai1 Wenjin, Dai2 "Harmonic and Reactive Power Compensation with Artificial Neural Network Technology "Proceedings of the 7th World Congress on Intelligent Control and Automation June 25 - 27, 2008, Chongqing, China.
[19] M. Rukonuzzaman ,M.Nakaoka "Adaptive Neural Network Based Harmonic Current Compensation in Active Power Filter " 0-7803-7044- 9/01/$10.00 02001 IEEE,pp 228 1- 2286.
[20] O. Bouhali, M. Berkouk, B. Francois, C. Saudemont, S. Labiod "Solving Harmonics Elimination Problem in Voltage-controlled Three Phase Inverter using Artificial Neural Networks" J. Electrical Systems 1- 1 (2005): 47-61.
[21] N. K.Nguyen, D. Ould Abdeslam, P.Wira, D.Flieller, J. Mercklé "Artificial Neural Networks for Harmonic Currents Identification in Active Power Filtering Schemes" 9978-1-4244-1766-7/08-2008 IEEE, pp 2696-2701.
[22] W.Dai, T.Huang, N.Lin "Single-phase Shunt Hybrid Active Power Filter Based on ANN" Fourth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2007), 0-7695-2874-0/07 ┬® 2007,IEEE.
[23] W.Dai , Y.Wang "Active Power Filter of Three-phase Based on Neural Network" Fourth International Conference on Natural Computation, 978-0-7695-3304-9/08 ┬® 2008 IEEE.
[24] N.Pecharanin, M.Sone, H.Mitsui "An Application Of Neural Network For Harmonic Detection In Active Filter" 0-7803-1901-X/94 1994 IEEE,pp 3756-3760.