Abstract
In this paper, the choice of power quality compensator is a DSTATCOM which constitutes a three phase four leg voltage source converter (VSC) with a DC capacitor. The control strategy proposed for the DSTATCOM is a neural network based one cycle control (OCC). This control strategy involves neural network block, digital circuits and linear elements, which eliminates the sensors required for sensing the load current and coupling inductor current in addition to the multiplier employed in the conventional method. The calculation of harmonic and reactive currents for the reference current generation is also eliminated, thus minimizing the complexity in the control strategy. The control strategy mitigates harmonic/reactive currents, ensures balanced and sinusoidal source current from the supply mains that are nearly in phase with the supply voltage, compensates neutral current, and maintains voltage across the capacitor under unbalanced source and load conditions. The performance of the DSTATCOM with the proposed artificial neural network (ANN) controllers is validated and investigated through simulations using Matlab software. The simulation results prove the efficacy of the proposed neural network based control strategy under varying source and load conditions.
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References
Acha E, Agelids V G, Anaya-Lara O, Miller T J E. Power Electronic Control in Electric Systems (Newness Power Engineering Series). Oxford: Newnes, 2002
Arrillaga J, Watson N R. Power System Harmonics. 2nd ed. New York: John Wiley & Sons Ltd, 2003
Ghosh A, Ledwich G. Power Quality Enhancement Using Custom Power Devices. London: Kluwer Academic Publishers, 2002
Moreno-Munoz A. Power Quality: Mitigation Technologies in a Distributed Environment. London: Springer-Verlag, 2007
IEEE Industry Applications Society. 519–1992—IEEE recommended practices and requirements for harmonics control in electric power systems. IEEE Std. 2014–11–10, http://ieeexplore.ieee.org/ servlet/opac?punumber = 2227
Jayachandran J, Preethi N M, Malathi S. Application of fuzzy logic in PWM technique and DC link voltage control for a UPQC system. International Review on Modelling and Simulations, 2013, 6(4): 1198–1204
Jayachandran J, Preetha S A, Malathi S. Power quality improvement in three phase system using neural network controller based unified power quality conditioner. International Review on Modelling and Simulations, 2013, 6(4): 1190–1197
Sreenivasarao D, Agarwal P, Das B. A T-connected transformer based hybrid D-STATCOM for three-phase, four wire systems. International Journal of Electrical Power & Energy Systems, 2013, 44(1): 964–970
Sreenivasarao D, Agarwal P, Das B. Neutral current compensation in three-phase, four-wire systems: a review. Electric Power Systems Research, 2012, 86: 170–180
Jayaprakash P, Singh B, Kothari D P. Three-phase 4-wire DSTATCOM based on H-bridge VSC with a star/hexagon transformer for power quality improvement. In: Proceedings of IEEE Region 10 and the Third International Conference on Industrial and Information Systems. Kharagpur, India, 2008, 1–6
Quinn C A, Mohan N. Active filtering of harmonic currents in threephase, four-wire systems with three-phase and single-phase nonlinear loads. In: Proceedings of IEEE APEC, 1992, 829–835
Benhabib M C, Saadate S. New control approach for four-wire active power filter based on the use of synchronous reference frame. Electric Power Systems Research, 2005, 73(3): 353–362
Haddad K, Thomas T, Joos G, Jaafari A. Dynamic performance of three phase four wire active filters. In: Proceedings of Conference of the Twelfth Annual Power Electronics Conference and Exposition (APEC). Atlanta, USA, 1997, 206–212
Singh B, Chandra A, Al-Haddad K, Anuradha, Kothari D P. Reactive power compensation and load balancing in electric power distribution systems. International Journal of Electrical Power & Energy Systems, 1998, 20(6): 375–381
Salmeron P, Montano J C, Vazquez J R, Prieto J, Valles A. Compensation in nonsinusoidal, unbalanced three-phase four-wire systems with active power line conditioner. IEEE Transactions on Power Delivery, 2004, 19(4): 1968–1974
Montero M I M, CadavalE R, Gonzalez F B. Comparison of control strategies for shunt active power filters in three-phase four-wire systems. IEEE Transactions on Power Electronics, 2007, 22(1): 229–236
Ucar M, Ozdemir E. Control of a 3-phase 4-leg active power filter under non-ideal mains voltage. Electric Power Systems Research, 2008, 78(1): 58–73
Singh B, Solanki J. A comparison of control algorithms for DSTATCOM. IEEE Transactions on Industrial Electronics, 2009, 56 (7): 2738–2745
Zaveri T, Bhalja B, Zaveri N. Comparison of control strategies for DSTATCOM in three-phase, four-wire distribution system for power quality improvement under various source voltage and load conditions. International Journal of Electrical Power & Energy Systems, 2012, 43(1): 582–594
Singh B, Jayaprakash P, Kothari D P. New control approach for capacitor supported DSTATCOM in three-phase four wire distribution system under non-ideal supply voltage conditions based on synchronous reference frame theory. International Journal of Electrical Power & Energy Systems, 2011, 33(5): 1109–1117
Zaveri T, Bhalja B R, Zaveri N. Load compensation using DSTATCOM in three-phase,three-wire distribution system under various source voltage and delta connected load conditions. International Journal of Electrical Power & Energy Systems, 2012, 41(1): 34–43
Quinn C A, Mohan N, Mehta H. A four-wire, current-controlled converter provides harmonic neutralization in three-phase, four-wire systems. In: Proceedings of Conference of the Eighth Annual Applied Power Electronics Conference and Exposition. 1993, 841–846
Enjeti P N, Shireen W, Packebush P, Pitel I J. Analysis and design of a new active power filter to cancel neutral current harmonics in three-phase four-wire electric distribution systems. IEEE Transactions on Industry Applications, 1994, 30(6): 1565–1572
Singh B, Jayaprakash P, Kumar S, Kothari D P. Implementation of neural-network controlled three-leg VSC and a transformer as threephase four-wire DSTATCOM. IEEE Transactions on Industry Applications, 2011, 47(4): 1892–1901
Jou H L, Wu K D, Wu J C, Li C H, Huang M S. Novel power converter topology for three-phase four-wire hybrid power filter. IET Power Electronics, 2008, 1(1): 164–173
Enjeti P, Shireen W, Packebush P, Pitel I. Analysis and design of a new active power filter to cancel neutral current harmonics in threephase four-wire electric distribution systems. IEEE Transactions on Industry Applications, 1994, 30(6): 1565–1572
Bhuvaneswari G, Nair M G. Design, simulation, and analog circuit implementation of a three-phase shunt active filter using the Icosf algorithm. IEEE Transactions on Power Delivery, 2008, 23(2): 1222–1235
Akagi H, Watanabe E H, Aredes M. Instantaneous Power Theory and Applications to Power Conditioning. New Jersey: JohnWiley & Sons, 2007
Smedley K, Cuk S. One-Cycle Control of Switching Converters. In: Proceedings of the 22nd Annual IEEE Power Electronics Specialist Conference. Cambridge, USA, 1991, 888–896
Qiao C, Jin T, Smedley K. Unified constant-frequency integration control of three-phase active power filter with vector operation. IEEE Power Electronics Specialists Conference. Vancouver, British Columbia, Canada, 2001, 1608–1614
Jin T, Qiao C, Smedley K. Operation of unified constant- frequency integration controlled three-phase active power filter in unbalanced system. In: Proceedings of the 27th Annual Conference of the IEEE Industrial Electronics Society. Denver. CO, USA, 2001, 1539–1545
Smedley K, Qiao C. Unified constant-frequency integration control of three-phase recitifiers, inverters and active power filters for unity power factor. U.S. Patent 6 297 980. 2001
Qiao C, Jin T, Ma Smedley K. One-cycle control of three phase active power filter with vector operation. IEEE Transactions on Industrial Electronics, 2004, 51(2): 455–463
Arya S R, Singh B. Neural network based conductance estimation control algorithm for shunt compensation. IEEE Transactions on Industrial Electronics, 2014, 10(1): 569–577
Singh B, Arya S R. Back propagation control algorithm for power quality improvement using DSTATCOM. IEEE Transactions on Industrial Electronics, 2014, 61(3): 1204–1212
Kinhal V G, Agarwal P, Gupta H O. Performance investigation of neural-network based unified power-quality conditioner. IEEE Transactions on Industrial Electronics, 2011, 26(1): 431–437
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Jayachandran, J., Sachithanandam, R.M. Performance investigation of artificial intelligence based controller for three phase four leg shunt active filter. Front. Energy 9, 446–460 (2015). https://doi.org/10.1007/s11708-015-0378-2
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DOI: https://doi.org/10.1007/s11708-015-0378-2