FPGA Approach for Implementation of an Adaline-Based Harmonics Mitigation Technique Using NPLL


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Abstract


This work presents ADALINE Neural Networks based intelligent control design used for harmonics current compensation. Active Power Filters (APF) used for this purpose are also dedicated to reactive power compensation in low voltage power systems. The identification function of an APF control unit is conducted by means of a Neural Direct Identification (NDI) method. For better performance, the neural PLL (NPLL) is combined with the NDI method for the extraction of the reference currents. The current control unit based on Bandless Hysteresis then achieves the re-injection of those currents into the network for harmonics filtering. Models are developed and simulated under MatLab/Simulink® with Altera DSP Builder® (ADB) toolbox, before Field Programmable Gate Array (FPGA) integration. The simulation and the experimental results confirm the interest in realizing and implementing the hardware of the whole APF control unit.
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Keywords


Active Power Filters; Adaline Neural Networks; NDI; Harmonics Compensation; NPLL

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References


A. D. Martin, R. S. Herrera, J. R. Vazquez, G. M. Burt, P.Crolla, Unbalance and harmonic distortion assessment in an experimental distribution network, Electric Power Systems Research127 (2015) 271–279
http://dx.doi.org/10.1016/j.epsr.2015.06.005

L. Asiminoaei, F. Blaabjerg, S. Hansen, Detection is key—Harmonic detection methods for active power filter applications,IEEE Ind. Appl. Mag., vol. 13, no. 4, pp. 22–33, Jul./Aug. 2007.
http://dx.doi.org/10.1109/mia.2007.4283506

S. Rechka, É. Ngandui, J. Xu, P. Sicard, Performance evaluation of harmonics detection methods applied to harmonics compensation in presence of common power quality problems, Mathematics and Computers in Simulation, vol. 63, pp.363–375, 2003
http://dx.doi.org/10.1016/s0378-4754(03)00082-x

M. Sarra, J-P Gaubert, Advanced control strategy of a transformerless three phase shunt hybrid power filter, Journal of Electrical Systems 10-4 (2014): 445-455
http://dx.doi.org/10.1109/iecon.2012.6388557

F Hamoudi, A. Chaghi, M Adli, H. Amimeur, Sliding mode control with stabilized switching frequency for four-wire shunt active filter, Journal of Electrical systems 6-4 (2010): 487-500
http://dx.doi.org/10.2478/v10187-011-0042-y

D. M. Divan, S. Bhattacharya, B. Banerjee, Synchronous frame harmonic isolator using active series filter,in Proc. Eur. Power Electron. Conf., pp. 3030-3035, 1991.

H. Akagi, Y. Kanazawa, A. Nabae, Instantaneous reactive power compensators comprising switching devices without energy storage components,IEEE Trans. Ind. Appl., vol. IA-20, no. 3, pp. 625–630, May/Jun. 1984.
http://dx.doi.org/10.1109/tia.1984.4504460

D. OuldAbdeslam, P. Wira., J. Mercklé, D. Flieller, Y.A. Chapuis, A unified artificial neural network architecture for active power filters. IEEE Transaction on Industrial Electronics, vol 54, no.01, pp 61-76, 2007.
http://dx.doi.org/10.1109/tie.2006.888758

S. R. Dzonde, H. Berviller, J-P. Blonde, F Braun, C H. Kom, FPGA Implementation of Harmonic Currents Identification Algorithms using Neural Networks, In proceeding of the Conference on Design and Architectures for Signal and Image Processing (DASIP), Nov. 24-26th, 2008, p. 270-276, Brussels, Belgium.

N. K. Nguyen, D. Flieller, P. Wira, D. OuldAbdeslam, Neural networks for phase and symmetrical components estimation in power systems,35th Annual Conference of the IEEE Industrial Electronics Society (IECON09), Porto, Portugal, November 3-5, 2009, CD-ROM.
http://dx.doi.org/10.1109/iecon.2009.5415210

S. R. Dzondé, N. K. Nguyen, C.-H. Kom, H. Berviller, J.-P. Blondé, M. Kom, F. Braun, FPGA resources reduction by a multiplexing technique applied on ANN-based harmonics extraction algorithms, Journal of Energy and Power Engineering 6 (2012) 469-477
http://dx.doi.org/10.1109/iecon.2010.5675247

M. Qasim, P. Kanjiya, V. Khadkikar, Artificial-neural-network-based phase-locking Scheme for Active Power Filters, IEEE Transactions on Industrial Electronics, vol. 61, no. 8, August 2014
http://dx.doi.org/10.1109/tie.2013.2284132

M. A. M. Radzi and N. A. 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, No. 5, pp. 1477-1484, May 2009.
http://dx.doi.org/10.1109/tie.2009.2013750

Y. Fang, J. Fei, K. Ma, Model reference adaptive sliding mode control using RBF neural network for active power filter, Electrical Power and Energy Systems 73 (2015) 249–258
http://dx.doi.org/10.1016/j.ijepes.2015.05.009

B. Widrow, E. Walach, Adaptive inverse control (Information and System Science Series. Prentice Hall Press, Upper Saddle River, 1996)

R. Ata, Artificial neural networks applications in wind energy systems: a review, Renewable and Sustainable Energy Reviews 49 (2015) 534–562
http://dx.doi.org/10.1016/j.rser.2015.04.166

M. Valtierra-Rodriguez, R. de J. Romero-Troncoso, R. A. Osornio-Rios, A. Garcia-Perez, Detection and Classification of Single and Combined Power Quality Disturbances Using Neural Networks, IEEE Transactions On Industrial Electronics, Vol. 61, No. 5, May 2014
http://dx.doi.org/10.1109/tie.2013.2272276

R. S. Herrera, P. Salmerón, H. Kim, Instantaneous reactive power theory applied to active power filter compensation: Different approaches, assessment, and experimental results,” IEEE Transactions On Industrial Electronics, Vol. 55, No. 1, pp. 184-196, Jan. 2008.
http://dx.doi.org/10.1109/tie.2007.905959

S. R. N. Dzondé, C-H. Kom, H. Berviller, J-P. Blondé, D. Flieller, M. Kom, and F. Braun, Neural Harmonic Detection approaches for FPGA Area efficient Implementation, European Physical Journal – Applied Physics, 56, 30901 (2011)
http://dx.doi.org/10.1051/epjap/2011100332


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