A Literature Survey of Neural Network Applications for Shunt Active Power Filters
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 32807
A Literature Survey of Neural Network Applications for Shunt Active Power Filters

Authors: S. Janpong, K-L. Areerak, K-N. Areerak

Abstract:

This paper aims to present the reviews of the application of neural network in shunt active power filter (SAPF). From the review, three out of four components of SAPF structure, which are harmonic detection component, compensating current control, and DC bus voltage control, have been adopted some of neural network architecture as part of its component or even substitution. The objectives of most papers in using neural network in SAPF are to increase the efficiency, stability, accuracy, robustness, tracking ability of the systems of each component. Moreover, minimizing unneeded signal due to the distortion is the ultimate goal in applying neural network to the SAPF. The most famous architecture of neural network in SAPF applications are ADALINE and Backpropagation (BP).

Keywords: Active power filter, neural network, harmonic distortion, harmonic detection and compensation, non-linear load.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1056318

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 3016

References:


[1] C. Nalini Kiran, Subhransu Sekhar Dash, and S. Prema Latha, "A Few Aspects of Power Quality Improvement Using Shunt Active Power Filter," International Journal of Scientific & Engineering Research, vol.2, Issue 5, May 2011.
[2] Sandeep V. Rode and Siddharth A. Ladhake, "A Review on Technique for Reduction of Harmonic Distortion," International Journal of Electrical and Power Engineering, vol.5(1), pp. 62-64, 2011.
[3] Sasan Zabihi and Firuz Zare, "Active Power Filters with Unipolar Pulse Width Modulation to Reduce Switching Losses," in Proc. 2006 International Conference on Power System Technology, Chongqing, China, 2006.
[4] H. Jou, J. Wu, and H. Chu, "New single-phase active power filter", in Proc. IEE Proceeding Electric Power Application, vol. 141, no. 3, pp. 129-134, May 1994.
[5] C.Y. Hsu and H.Y. Wu, "A new single-phase active power filter with reduced energy storage", in Proc. IEE International Conference on Electronic Power Application, vol.143, no.1, pp.25-30, January 1996.
[6] EGS Electrical Group, Power Quality Guidebook. Rosemont, IL.
[7] Hsiung Cheng Lin, "Fast Power System Harmonic Detection using Intelligent Neural", in Proc. IEEE ICSS2005 International Conference On Systems & Signals, Kaohsiung, Taiwan, 2005.
[8] K.H. Yiauw and M.S. Khanniche, "A Novel Three-Phase Active Power Filter", Power Engineering, 2001, pp. 77-84.
[9] S.P. Litran, P. Salmeron, R.S. Herrera, and J.R. Vazquez, " New control strategy to improve power quality using a hybrid power filter", in Proc. International Conference on Renewable Energies and Power Quality, Santander, 2008.
[10] Shihong Wu, Junnan Wang, Rui Huang, and Dan Guo, "Harmonic Current Detection and Simulation with Active Power Filter Based on Simulink", in Proc. International Conference on Intelligent Computation Technology and Automation (ICICTA), Guangdong, China, 2011.
[11] Mahmoud F. Shousha, Sherif A. Zaid, and Osama A. Mahgoub, "A Comparative Study on Four Time-Domain Harmonic Detection Methods for Active Power Filters Serving in Distorted Supply", in Proc. International MultiConference of Engineers and Computer Scientists", Vol.II. Hong Kong, March 16 - 18, 2011.
[12] K-L. Areerak and K-N. Areerak, "The Comparison Study of Harmonic Detection Methods for Shunt Active Power Filters", World Academy of Science, Engineering and Technology, Vol.70, 2010, pp.243-248.
[13] P. Santiprapan and K-L Areerak, "Performance Improvement of Harmonic Detection using Synchronous Reference Frame Method", in Proc. 4th International Conference on Circuits, Systems and Signals (GSS-10), Corfu Island, Greece, July 22-25, 2010.
[14] S. Sujitjorn, K-L Areerak, and T. Kulworawanichpong, " The DQ Axis with Fourier (DQF) Method for Harmonic Indentification", IEEE Transactions on Power Delivery, Issue 1, Jan 2007.
[15] C.L. Chen, C.E. Lin, and C. L. Huang, "Reactive and Harmonic Current Compensation for Unbalanced Three-phase Systems using the Synchronous Detection Method", Electric Power Systems Research, Vol. 26, Issue 3, April 1993, pp. 163-170.
[16] Bhuvaneswari, G., Nair, M.G., and KumarReddy, S., "Comparison of Synchronous Detection and I.CosΦ Shunt Active Filtering Algorithms", in Proc. International Conference on Power Electronics, Drives and Energy Systems, New Delhi, 2006.
[17] Tri Desmana Rachmildha, "Optimized Combined System of Shunt Active Power Filters and Capacitor Banks", International Journal on Electrical Engineering and Informatics, Vol. 3, Number 3, 2011.
[18] Karuppanan P. Saswat Kumar Ram, and KamalaKanta Mahapatra, "Three Level Hysteresis Current Controller Based Active Power Filter for Harmonic Compensation" in Proc. International Conference on Emerging Trends in Electrical and Computer Technology, Tamilnadu, 2011.
[19] Tarek A. Kasmieh and Hassan S. Omran, "Active Power Filter dimensioning Using a Hysteresis Current Controller", in Proc. World Academy of Science, Engineering and Technology, 2009.
[20] Simone Buso, Luigi Malesani, Paolo Mattavelli, "Comparison of Current Control Techniques for Active Filter Applications", IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, VOL.45, NO.5, OCTOBER 1998, pp.722-729.
[21] Rahmani, S, Al-Haddad, K., and Kanaan, H.Y., "Two PWM techniques for single-phase shunt active power filters employing a direct current control strategy", Power Electronics, Vol.1, Issue 3, pp.376-385, 2008.
[22] J. Chelladurai, G. Saravana Ilango, C. Nagamani, and S. Senthil Kumar, "Investigation of Various PWM Techniques for Shunt Active Filter", in Proc. World Academy of Science, Engineering and Technology 39, 2008.
[23] A. M. Massoud, S. J. Finney, and B. W. Williams, "Predictive Current Control of a Shunt Active Power Filter", in Proc. 35th Annual IEEE Power Electronics Specialists Conference, 2004.
[24] N. Ghiasnezhad, M. Tavakoli Bina, and M. A. Golkar, "Two Efficient 3D-SVM Algorithms for Four-Wire Converters", European Journal of Scientific Research, Vol.27 No.1, pp.104-111, 2009
[25] Hong Qiu, Yin Zhongdong, Liu Qiao, and Shan Renzhong, "A Direct Current Control of Shunt Active Power Filter", in Proc. International Conference on Energy and Environment Technology, Vol.2, Washington, 2009.
[26] Indranarain Ramlall, "Artificial Intelligence: Neural Networks Simplified", International Research Journal of Finance and Economics, Vol.39, 2010, pp. 105 - 120.
[27] Howard Demuth, Mark Beale, Martin Hagan, "Neural Network Toolbox TM 6 User-s Guide", The MathWorks,Inc., 1992-2010, pp.1-4 to 1-6
[28] J.L. Floresf Grarrido and P. Salmenron Revuelta, "Control of an active power filter using dynamic neural networks", in Proc. International Conference on Renewable Energies and Power Quality, Palma de Mallorca, 2006.
[29] Avik Bhattacharya, Chandan Chakraborty, "A Shunt Active Power Filter With Enhanced Performance Using ANN-Based Predictive and Adaptive Controllers", IEEE Transactions on Industrial Electronics, Vol.58, No.2, February 2011, pp.421-428.
[30] Eyad Almaita, Johnson A. Asumadu, "Harmonic Content Extraction in Converter Waveforms Using Radial Basis Function Neural Networks (RBFNN) and p-q Power Theory", Power and Energy Conference at Illinois (PECI), 2011 IEEE, 25-26 Feb. 2011, pp.1-7.
[31] B.Vasumathi, S.Moorthi, "Harmonic Estimation Using Modified ADALINE Algorithm with Time-Variant Widrow - Hoff (TVWH) Learning Rule", Computers & Informatics (ISCI), 2011 IEEE Symposium, 2011, pp.113-118.
[32] Ngac Ky Nguyen, Patrice Wira, Damien Flieller, Djaffar Ould Abdeslam, Jean Merckl'e, "A Comparative Experimental Study of Neural and Conventional Controllers for an Active Power Filter", IECON 2010 - 36th Annual Conference on IEEE Industrial Electronics Society, pp.1995-2000.
[33] Gupta, S. P. Dubey, S. P. Singh, "Neural Network Based Active Power Filter for Power Quality Improvement", Power and Energy Society General Meeting, 2010 IEEE, pp.1-8.
[34] Neeraj Sharma, Rakesh Gupta, Dulara Sharma, Anil Swarnkar, Nikhil Gupta, "Estimation and Elimination of Harmonics in Power System using Modified FFT with Variable Learning of ADALINE", Electric Power Quality and Supply Reliability Conference (PQ), 2010, pp.79 - 86.
[35] S. Masjedi, M. Ahmadi, E. Pashajavid, "Improved Shunt APF Based On Using Adaptive RBF Neural Network and Modified Hysteresis Current Control", SPEEDAM 2010 International Symposium on Power Electronics Electrical Drives Automation and Motion, pp.216-220.
[36] Wang Dazhi, Ji Guoqing, Li Jun, Sun Hualong, Liu Shengli, Song Keling, "A Novel Hysteresis Current Control Strategy Based on Neural Network", International Conference on Computer Design and Applications (ICCDA), 2010, pp.V2-369 - V2-372.
[37] C. F. Nascimento, A. A. Oliveira Jr, A. Goedtel, I. N. Silva, P. J. A. Serni, "Neural Network-Based Approach for Identification of the Harmonic Content of a Nonlinear Load in a Single-Phase System", IEEE Latin Aerica Transactions, Vol.8, No.1, March 2010, pp.65-73.
[38] JIANG You-hua, CHEN Yong-wei, "Neural Network Control Techniques of Hybrid Active Power Filter", AICI '09, International Conference on Artificial Intelligence and Computational Intelligence, 2009, Vol.4, pp.26-30.
[39] Chen Ying, Lin Qingsheng, "New Research on Harmonic Detection Based on Neural Network for Power System", IITA 2009, Third International Symposium on Intelligent Information Technology Application, 2009, Vol.2, pp.113-116.
[40] Wang-chonglin, Ma-caoyuan, Li-dechen, Li-xiaobo, Wang-zhi, Tangjiejie, "Study on Improved Neural Network PID Control of APF DC Voltage", Innovation Management and Industrial Engineering, 2009 International Conference on Information Management, Vol.1, pp.179- 182.
[41] Xinrong Mao, "The Harmonic Currents Detecting Algorithm Based on Adaptive Neural Network", IITA 2009. Third International Symposium on Intelligent Information Technology Application, 2009, Vol.3, pp.51- 53.
[42] Fu Guangjie, Zhao Hailong, "The study of the electric power harmonics detecting method based on the immune RBF neural network", ICICTA '09. Second International Conference on Intelligent Computation Technology and Automation, 2009, Vol.1, pp.121-124.
[43] Serge Raoul, Dzondé Naoussi, Hervé Berviller, Jean Philippe Blondé, Charles Hubert Kom, Martin Kom, Francis Braun, "FPGA Implementation of Harmonic Detection methods using Neural Network", EPE '09, 13th European Conference on Power Electronics and Applications, 2009, pp.1-10.
[44] Jing Yang, Guang Yang, Jing-Hua Gao, "A Power Harmonic Detection Method Based On Wavelet Neural Network", International Conference on Machine Learning and Cybernetics, Baoding, 12-15 July 2009, Vol.6.
[45] Khalil Rahimi, Majid Pakdel, Mohammad Reza Yousefi, "Neural Adaptive Control of a Shunt APF and its realization of Analog circuit", EUROCON '09, IEEE EUROCON 2009, pp.272-277.
[46] Avik Bhattacharya, Chandan Chakraborty, "Harmonic Elimination and Reactive Power Compensation through a Shunt Active Power Filter by Twin Neural Networks with Predictive and Adaptive Properties", ICIT 2009, IEEE International Conference on Industrial Technology, 2009, pp.1-6.
[47] Maurizio Cirrincione, Marcello Pucci, Gianpaolo Vitale, Abdellatif Miraoui, "Current Harmonic Compensation by a Single-Phase Shunt Active Power Filter Controlled by Adaptive Neural Filtering", IEEE Transactions on Industrial Electronics, Vol.56 , Issue.8, August 2009, pp.3128-3143.
[48] Mohd Amran, Mohd Radzi, Nasrudin Abd. Rahim, "Neural Network and Bandless Hysteresis Approach to Control Switched Capacitor Active Power Filter for Reduction of Harmonics", IEEE Transactions on Industrial Electronics, Vol.56, Issue.5, May 2009, pp.1477-1484.
[49] Avik Bhattacharya, Chandan Chakraborty, "Predictive and Adaptive ANN (Adaline) Based Harmonic Compensation for Shunt Active Power Filter", ICIIS 2008, IEEE Region 10 and the Third international Conference on Industrial and Information Systems, 2008, pp.1-6.
[50] Madjid Boudjedaimi, Patrice Wira, Djaffar Ould Abdeslam, Said Djennoune, Jean-Philippe Urban, "Voltage Source Inverter Control with Adaline Approach for the Compensation of Harmonic Currents in Electrical Power Systems", IECON 2008, 34th Annual Conference of IEEE Industrial Electronics, 2008.
[51] Ngac Ky Nguyen, Djaffar Ould Abdeslam, Patrice Wira, Damien Flieller, Jean Merckl'e, "Artificial Neural Networks for Harmonic Currents Identification in Active Power Filtering Schemes", IECON 2008, 34th Annual Conference of IEEE Industrial Electronics, 2008.
[52] Claudionor F. Nascimento, Azauri A. Oliveira Jr, Alessandro Goedtel, Ivan N. Silva, Marcelo Suetake, "A Neural Networks-Based Method for Single-Phase Harmonic Content Identification", IECON 2008, 34th Annual Conference of IEEE dustrial Electronics, 2008.
[53] Sindhu M. R., Manjula G. Nair, T. N. P. Nambiar, "An ANN based Digital Controller for a Three-phase Active Power Filter", POWERCON 2008, Joint International Conference on Power System Technology and IEEE Power India Conference, 2008, pp.1-7.
[54] Dai Wenjin, Xie Youhui, Dai Yongtao, "A Neural Network Adaptive Detecting Approach of Harmonic Current", ISISE '08, International Symposium on Information Science and Engineering, 2008,Vol.1, pp.307-311.
[55] Djaffar Ould Abdeslam, Patrice Wira, Jean Merckl'e, Damien Flieller, "Artificial Neural Networks to Control an Inverter in a Harmonic Distortion Compensation Scheme", ISIE 2008, IEEE International Symposium on Industrial Electronics, 2008, pp.1879-1884.
[56] Wenjin Dai, Yu Wang, "Active Power Filter of Three-phase Based on Neural Network", ICNC '08, Fourth International Conference on Natural Computation, 2008, Vol.7, pp.124-128.
[57] Guiying Liu, Shiping Su, Peng Peng, "Intelligent Control and Application of All-function Active Power Filter", 2008 International Conference on Intelligent Computation Technology and Automation (ICICTA), Vol.1, pp.1078-1081.
[58] P. Wira, D. Ould Abdeslam, J. Mercklé, "Learning and adaptive techniques for harmonics compensation in power supply networks", MELECON 2008, The 14th IEEE Mediterranean Electrotechnical Conference, 2008, pp.719-725.
[59] Yongtao.Dai, Wenjin.Dai, "Harmonic and Reactive Power Compensation with Artificial Neural Network Technology", WCICA 2008, 7th World Congress on Intelligent Control and Automation, 2008 June 25-27, Chongqing, China, pp.9001-9006.
[60] He Na, Huang Lina, Wu Jian, Xu Dianguo, "An Artificial Neural Network Based Method for Harmonic Detection in power system", APEC 2008, Twenty-Third Annual IEEE Applied Power Electronics Conference and Exposition, 2008, pp.456-461.
[61] Maurizio Cirrincione, Marcello Pucci, Gianpaolo Vitale, "A Single- Phase DG Generation Unit With Shunt Active Power Filter Capability by Adaptive Neural Filtering", IEEE Transactions on Industrial Electronics, Vol.55, No.5, May 2008, pp.2093-2110.
[62] M. Mohseni, M. A. Zamani, M. Joorabian, "Harmonic Components Identification through the Adaline with Fuzzy Learning Parameter", IECON 2007, 33rd Annual Conference of the IEEE Industrial Electronics Society, Nov. 5-8, 2007, Taipei, Taiwan, pp.2515-2520.
[63] Boguslaw Swiatek, Marek Rogoz, Zbigniew Hanzelka, "Power System Harmonic Estimation Using Neural Networks", EPQU 2007, 9th International Conference on Electrical Power Quality and Utilisation, Barcelona, 9-11 October 2007, pp.1-8.
[64] Wenjin Dai, Taiyang Huang, Na Lin, "Single-phase Shunt Hybrid Active Power Filter Based on ANN", FSKD 2007, Fourth International Conference on Fuzzy Systems and Knowledge Discovery, 2007, Vol.2, pp.40-44.
[65] Claudionor F. Nascimento, Azauri A. Oliveira Jr., Ivan N. Silva, Jose R. B. A. Monteiro, "Harmonic Detection Based on Artificial Neural Networks for Current Distortion Compensation", ISIE 2007, IEEE International Symposium on Industrial Electronics, 2007, pp.2864-2869.
[66] Dai Wenjin, Huang Taiyang, "Design of Single-phase Shunt Active Power Filter Based on ANN", ISIE 2007, IEEE International Symposium on Industrial Electronics, 2007, pp.770-774.
[67] Djaffar Ould Abdeslam, Patrice Wira, Jean Mercklé, Damien Flieller, Yves-André Chapuis, "A Unified Artificial Neural Network Architecture for Active Power Filters", IEEE Transactions on Industrial Electronics, Vol.54 , No.1 , February 2007, pp.61-76.
[68] M.M.Abdel Aziz I, A.F.Zobaa I, A.A.Hosni, "Neural Network Controlled Shunt Active Filter For Non Linear Loads", MEPCON 2006, Eleventh International Middle East Power Systems Conference, 2006, Vol.1, pp.180-188.
[69] Jianhua Wu, Hali Pang, Xinhe Xu, "Neural-Network-Based Inverse Control Method for Active Power Filter System", 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, 2006 IEEE Computer Aided Control System Design, pp.3094-3097.
[70] H. C. Lin, "Adaptive Filtering for Unstable Power System Harmonics using Artificial Network", SMC '06, IEEE International Conference on Systems, Man and Cybernetics, 2006, Vol.2, pp.1325-1330.
[71] Joy Mazumdar, Ronald G Harley, Ganesh K. Venayagamoorthy, "Synchronous Reference Frame Based Active Filter Current Reference Generation Using Neural Networks", IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics, pp.4404-4409.
[72] Claudionor F. Nascimento, Azauri A. Oliveira Jr., Alessandro Goedtel, Ivan N. Silva, "Compensation Current of Active Power Filter Generated by Artificial Neural Network Approach", IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics, pp.4392-4397.
[73] Abdelaziz Zouidi, Farhat Fnaiech, Kamal AL-Haddad, Salem Rahmani, "Artificial Neural Networks as Harmonic Detectors", IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics, pp.2889-2892.
[74] Ping Wang, Aiqin Xin, and Yu Zou, "Neural Network Hysteresis Control of three-phase Switched Capacitor Active Power Filter", ICPESA '06, 2nd International Conference on Power Electronics Systems and Applications, 2006, pp.256-259.
[75] N.B.Muthuselvan, Subhransu Sekhar Dash, P. Somasundaram, "Artificial Neural Network Controlled Shunt Active Power Filter", 2006 Annual IEEE India Conference, pp.1-5.
[76] D. Ould Abdeslam, P. Wira, D. Fliellert, J. Merckle, "Power harmonic identification and compensation with an artificial neural network method", 2006 IEEE International Symposium on Industrial Electronics, Vol.3, pp.1732-1737.
[77] Abdelaziz Zouidi, Farhat Fnaiech, Kamal AL-Haddad, "Neural Network controlled three-phase three-wire shunt active Power Filter", IEEE International Symposium on Industrial Electronics, Vol.1 , 2006, pp.5- 10.
[78] A. Jaya Laxmi, G.Tulasi Ram Das, K.Uma Rao, K.Rayudu, "Comparison of PI and ANN Control Strategies of Unified Shunt Series Compensator", IEEE Power India Conference, 2006.