Power Quality Disturbance Mitigation Using Filters Incorporating Neural Network Controller
DOI:
https://doi.org/10.51983/ajes-2016.5.2.1983Keywords:
Power Quality, Total Harmonic Distortion, Hybrid Filters, Neural Network Controller, HysterisisControllerAbstract
Now a Days Harmonics in power systems is becoming a crucial issue due to the abrupt rise in the use of nonlinear loads. A Power Filter is one of the best answers to this problem.The filter performs the job by injecting compensatory currents that counteract them at the Point where seclusion has to be provided from non linearities. In order to infuse these compensatory currents unerringly,through the inverter which requires proper gating signals that trail the reference currents precisely through a controller. The reference current provides an estimation of the amount of harmonics. Consequently, perfect calculation of these reference signals foster generation of proper gating signals for the inverter are required.Accurate estimation is done using the P-Q theory, D-Q theory as well as the Adaline for Shunt and Hybrid Power Filter. DC Voltage across the capacitor is regulated using the PI controller and the Neural Network based control.
References
K. Schipman and F. Delincé, "The importance of good power quality," 2010.
D. In and M. Protection, "Product Data Bulletin," no. 9065, pp. 1–12, 1996.
K. J. Tory, R. Pope, and E. Corp, "Eliminating harmonics from the facility power system," Power Transm. Des., no. April, pp. 43–46, 1997.
R. Dehini, A. Bassou, and B. Ferdi, "The harmonics detection method based on neural network applied to harmonics compensation," Int. J. Eng. Sci. Technol., vol. 2, no. 5, pp. 258–267, 2010.
S. Kiran and K. Sivakoti, "Power Quality Improvement In Distribution System Using D-Statcom In Transmission Lines," vol. 1, no. 3, pp. 748–752.
H. Akagi, "New trends in active filters for power conditioning," IEEE Trans. Ind. Appl., vol. 32, 1996.
H. Akagi, E. H. Watanabe, and M. Aredes, "Theory And Applications."
G. D. Marques, "A comparison of active power filter control methods in unbalanced and non-sinusoidal conditions," in IECON ’98. Proc. 24th Annu. Conf. IEEE Ind. Electron. Soc. (Cat. No.98CH36200), vol. 1, pp. 444–449, 1998.
J. Afonso et al., "Shunt Active Filter for Power Quality Improvement University of Minho - Industrial Electronics Dept. Federal University of Rio de Janeiro – COPPE/UFRJ," Ind. Electron., pp. 683–691, 2000.
J. Afonso, C. Couto, and J. Martins, "Active Filters with Control Based on the P-Q Theory," IEEE Ind. Electron. Soc., vol. 47, pp. 5–10, 2000.
J. L. Afonso, M. J. S. Freitas, and J. S. Martins, "P-Q Theory Power Components Calculations," pp. 9–11, 2003.
C. Salim and B. M. Toufik, "Intelligent Controllers for Shunt Active Filter to Compensate Current Harmonics Based on SRF and SCR Control Strategies," vol. 3, no. 3, pp. 372–393, 2011.
J. G. Pinto et al., "Field Results on Developed Three-Phase Four-Wire Shunt Active Power Filters," pp. 480–485, 2009.
M. Kale and E. Özdemir, "Harmonic and reactive power compensation with shunt active power filter under non-ideal mains voltage," Electr. Power Syst. Res., vol. 74, no. 3, pp. 363–370, 2005.
Y. Cui et al., "Simulation and reliability analysis of shunt active power filter based on instantaneous reactive power theory," Journal of Zhejiang University SCIENCE A, vol. 8, no. 3, pp. 416–421, 2007.
N. Atan and Z. F. Hussien, "An improvement of active power filter control methods in non-sinusoidal condition," in PECon 2008 - 2008 IEEE 2nd International Power and Energy Conference, 2008, no. PECon 08, pp. 345–350.
J. H. Marks and T. C. Green, "Predictive transient-following control of shunt and series active power filters," IEEE Trans. Power Electron., vol. 17, no. 4, pp. 574–584, 2002.
A. Bhattacharya and C. Chakraborty, "A Shunt Active Power Filter With Enhanced Performance Using ANN-Based Predictive and Adaptive Controllers," IEEE Trans. Ind. Electron., vol. 58, no. 2, pp. 421–428, 2011.
T. D. Rachmildha, "Optimized Combined System of Shunt Active Power Filters and Capacitor Banks," Int. J. Electr. Eng. Informatics, vol. 3, no. 3, pp. 326–335, 2011.
S. Bangia, P. R. Sharma, and M. Garg, "Comparison of artificial intelligence techniques for the enhancement of power quality," 2013 Int. Conf. Power, Energy Control, pp. 537–541, 2013.
L. Merabet et al., "A comparative study of harmonic currents extraction by simulation and implementation," Int. J. Electr. Power Energy Syst., vol. 53, no. 1, pp. 507–514, 2013.
S. Janpong, K. Areerak, and K. Areerak, "A Literature Survey of Neural Network Applications for Shunt Active Power Filters," pp. 392–398, 2011.
B. V. Ranganadh, A. M. Prasad, and M. Sreedhar, "Modelling And Simulation Of A Hysteresis Band Pulse Width Modulated Current Controller Applied To A Three Phase Voltage Source Inverter By Using Matlab," pp. 4378–4387, 2013.
E. H. Watanabe, M. Aredes, and H. Akagi, "The P-Q theory for active filter control: some problems and solutions," Sba Control. Automação Soc. Bras. Autom., vol. 15, no. 1, pp. 78–84, 2004.
C. Rejil and A. K. R, "Design and Simulation of Three Phase Shunt Active Power Filter Using SRF Theory," vol. 3, no. 6, pp. 651–660, 2013.
D. O. Abdeslam et al., "A Neural Approach for the Control of an Active Power Filter," 2005.
D. O. Abdeslam, P. Wira, and D. Flieller, "Active Power Filters," vol. 54, no. 1, pp. 61–76, 2007.
M. O. Bin Saeed, A. Zerguine, and S. a. Zummo, "Variable step-size least mean square algorithms over adaptive networks," Proc. ISSPA, no. ISSPA, pp. 381–384, 2010.
Ö. Kisi and E. Uncuoglu, "Comparison of three back-propagation training algorithms for two case studies," Indian journal of engineering & materials sciences, vol. 12, no. 5, pp. 434-442, 2005.
A. N. Jog and N. G. Apte, "An adaptive hysteresis band current controlled shunt active power filter," 5th Int. Conf. Compat. Power Electron. CPE 2007, pp. 8031–8040, 2007.
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