Journal of Electrical Engineering and Technology

The Korean Institute of Electrical Engineers (대한전기학회)
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Improved ADALINE Harmonics Extraction Algorithm for Boosting Performance of Photovoltaic Shunt Active Power Filter under Dynamic Operations

  • Mohd Zainuri, Muhammad Ammirrul Atiqi (Dept. of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia) ;
  • Radzi, Mohd Amran Mohd (Dept. of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia) ;
  • Soh, Azura Che (Dept. of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia) ;
  • Mariun, Norman (Dept. of Electrical and Electronic Engineering, Faculty of Engineering, Universiti Putra Malaysia) ;
  • Rahim, Nasrudin Abd. (UM Power Energy Dedicated Advanced Centre, University of Malaya)
  • Received : 2016.01.02
  • Accepted : 2016.06.14
  • Published : 2016.11.01
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Abstract

This paper presents improved harmonics extraction based on Adaptive Linear Neuron (ADALINE) algorithm for single phase photovoltaic (PV) shunt active power filter (SAPF). The proposed algorithm, named later as Improved ADALINE, contributes to better performance by removing cosine factor and sum of element that are considered as unnecessary features inside the existing algorithm, known as Modified Widrow-Hoff (W-H) ADALINE. A new updating technique, named as Fundamental Active Current, is introduced to replace the role of the weight factor inside the previous updating technique. For evaluation and comparison purposes, both proposed and existing algorithms have been developed. The PV SAPF with both algorithms was simulated in MATLAB-Simulink respectively, with and without operation or connection of PV. For hardware implementation, laboratory prototype has been developed and the proposed algorithm was programmed in TMS320F28335 DSP board. Steady state operation and three critical dynamic operations, which involve change of nonlinear loads, off-on operation between PV and SAPF, and change of irradiances, were carried out for performance evaluation. From the results and analysis, the Improved ADALINE algorithm shows the best performances with low total harmonic distortion, fast response time and high source power reduction. It performs well in both steady state and dynamic operations as compared to the Modified W-H ADALINE algorithm.

Keywords

References

  1. Y. Du, D.D. Lu, G.M.L. Chu, W. Xiao, "Closed-Form Solution of Time-Varying Model and Its Applications for Output Current Harmonics in Two-Stage PV Inverter", IEEE Transactions on Sustainable Energy, vol. 6, no. 1 , pp. 142-150, 2015. https://doi.org/10.1109/TSTE.2014.2360616
  2. H. Hu, Q. Shi, Z. He, J. He, S. Gao, "Potential Harmonic Resonance Impacts of PV Inverter Filters on Distribution Systems", IEEE Transactions on Sustainable Energy, vol. 6, no. 1, pp. 151-161, 2015. https://doi.org/10.1109/TSTE.2014.2352931
  3. He. Guofeng, Xu. Dehong, Chen, Min, "A Novel Control Strategy of Suppressing DC Current Injection to the Grid for Single-Phase PV Inverter", IEEE Transactions on Power Electronics, vol. 30, no. 3, pp. 1266-274, 2015. https://doi.org/10.1109/TPEL.2014.2317288
  4. A.K. Al-Othman, M.E. AlSharidah, N.A. Ahmed, B.N. Alajmi, "Model Predictive Control for Shunt Active Power Filter in Synchronous Reference Frame", Journal of Electrical Enginering Technology, vol. 11, no. 2, pp. 405-415, 2016. https://doi.org/10.5370/JEET.2016.11.2.405
  5. R. Faranda, S. Leva, "Energy Comparison of MPPT Techniques for PV Systems", WSEAS transaction on power systems, vol. 3, pp. 446-455, 2008.
  6. IEEE Standard 519, "IEEE Recommended Practice and Requirements for Harmonic Control in Electric Power Systems", New York: Institute of Electrical and Electronics Engineers, pp. 1-29, 2014.
  7. H. Dogan, R. Akkaya, "A control scheme employing an adaptive hysteresis current controller and an uncomplicated reference current generator for a singlephase shunt active power filter", Turkish Journal of Electrical Engineering & Computer Sciences, vol. 22, pp. 1085-1097, 2014. https://doi.org/10.3906/elk-1209-43
  8. H. Akagi, Y. Kanazawa, A. Nabae, "Instantaneous reactive power compensators comprising switching devices without energy storage components", IEEE Transaction on Industry Applications, vol. 3, pp. 625-630, 2008.
  9. S. Charles, and C. Vivekanandan, "An Efficient FPGA based Real-Time Implementation Shunt Active Power Filter for Current Harmonic Elimination and Reactive Power Compensation", Journal of Electrical Engineering Technology, vol. 10, no. 4, pp. 1655-1666, 2015. https://doi.org/10.5370/JEET.2015.10.4.1655
  10. M.A.M. Radzi, N.A. Rahim, "Neural network and band-less hysteresis approach to control switched capacitor active power filter for reduction of harmonics", IEEE Transaction on Industrial Electronics, vol. 54, no. 5, pp. 1477-1484, 2009.
  11. M. Cirrincione, M. Pucci, and G. Vitale, "A singlephase DG generation unit with shunt active power filter capability by adaptive neural filtering", IEEE Transaction on Industrial Electronics, vol. 55, no. 5, pp. 2093-2110, 2008. https://doi.org/10.1109/TIE.2008.918642
  12. M.A.A. Mohd Zainuri, M.A. Mohd Radzi, A.C. Soh, and N.A. Rahim, "Development of adaptive perturb and observe-fuzzy control maximum power point tracking for photovoltaic boost dc-dc converter", IET Renewable Power Generation, vol. 8 , no. 2, pp. 183-194, 2014. https://doi.org/10.1049/iet-rpg.2012.0362
  13. M.A.A. Mohd Zainuri, M.A. Mohd Radzi, A.C. Soh, N. Mariun and N.A. Rahim, " DC-link capacitor voltage control for single-phase shunt active power filter with step size error cancellation in self-charging algorithm", IET Power Electronics, pp. 1-13, 2015.
  14. H. Daniyal, E. Lam, L.J. Borle, H.H. Iu, "Hysteresis, PI and Ramptime Current Control Techniques for APF: An experimental comparison", IEEE Conferences on Industrial Electronics and Applications, pp. 2151-2156, 2011.
  15. N.F.A. Abdul Rahman, M.A.M. Radzi, N. Mariun, A. Che Soh, and N.A. Rahim, "Dual Function of Unified Adaptive Linear Neurons Based Fundamental Component Extraction Algorithm for Shunt Active Power Filter Operation", International Review of Electrical Engineering (IREE), vol. 10, pp. 544-552, 2015. https://doi.org/10.15866/iree.v10i4.6189
  16. P. D. Seema, H. P. Inamdar, and A. P. Vaidya, "Simulation Studies of Shunt Passive Harmonic Filters: Six Pulse Rectifier Load Power Factor Improvement and Harmonic Control", ACEEE International journal on Electrical and Power Engineering, vol. 2, no. 1, pp. 1-6, 2011.
  17. L.B. Garcia Campanhol, S.A. Oliveira da Silva, and A. Goedtel, "Application of shunt active power filter for harmonic reduction and reactive power com-pensation in three phase four-wire systems", IET Power Electronics, vol. 7, no. 11, pp. 2825-2836, 2014. https://doi.org/10.1049/iet-pel.2014.0027
  18. M. Cirrincione, M. Pucci, and G. Vitale, "A singlephase DG generation unit with shunt active power filter capability by adaptive neural filtering," IEEE Transaction on Industrial Electronics, vol. 55, no. 5, pp. 2093-2110, 2008. https://doi.org/10.1109/TIE.2008.918642
  19. B. Singh, V. Verma, and J. Solanki, "Neural networkbased selective compensation of current quality problems in distribution system," IEEE Transaction on Industrial Electronics, vol. 54, no. 1, pp. 53-60, 2007. https://doi.org/10.1109/TIE.2006.888754