Neural network based conductance estimation control algorithm for shunt compensation

IEEE Transactions on Industrial Informatics

Volumn 10, Issue 1, 2014, Pages 569-577

  Arya, Sabha Raj ^a   Singh, Bhim ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY DELHI   (India)

Author keywords

Conductance; load balancing; neural network (NN); neutral current; power factor correction (PFC)

Indexed keywords

CONDUCTANCE ESTIMATION; DISTRIBUTION STATIC COMPENSATOR; FOUR-WIRE DISTRIBUTION SYSTEMS; NEURAL NETWORK (NN); NEURAL NETWORK APPLICATION; NEUTRAL CURRENTS; POWER FACTOR CORRECTIONS; REACTIVE POWER COMPENSATION;

ELECTRIC CONDUCTANCE; ELECTRIC POWER FACTOR CORRECTION; ESTIMATION; NEURAL NETWORKS; PARALLEL ARCHITECTURES; QUALITY CONTROL; RESOURCE ALLOCATION;

ALGORITHMS;

EID: 84890961477     PISSN: 15513203     EISSN: None     Source Type: Journal    
DOI: 10.1109/TII.2013.2264290     Document Type: Article

References (41)

1. E. Acha, V. G. Agelidis, O. Anaya Lara, and T. J. E. Miller, Power Electronics Control in Electrical System, ser. Newnes Power Engineering Series. New York, NY, USA: Oxford, 2002
2. H. Akagi, "Active harmonic filters," Proc. IEEE, vol. 93, no. 12, pp. 2128-2141, Dec. 2005 (Pubitemid 41784465)
3. A. Ghosh and G. Ledwich, Power Quality Enhancement Using Custom Power Devices. Delhi, India: Springer International, 2009
4. IEEE Recommended Practices and Requirement for Harmonic Control on Electric Power System, IEEE Std. 519, 1992
5. IEEE Guide for Application and Specification of Harmonic Filters, IEEE Std. 1531, 2003
6. Limits for Harmonic Current Emissions, International Electrotechnical Commission, IEC-61000-3-2, 2000
7. A. Terciyanli, T. Avci, I. Yilmaz, C. Ermis, N. Kose, A. Acik, A. Kalaycioglu, Y. Akkaya, I. Cadirci, and M. Ermis, "A current source converter based active power filter for mitigation of harmonics at the interface of distribution and transmission systems," IEEE Trans. Ind. Appl., vol. 48, no. 4, pp. 1364-1386, Jul./Aug. 2012
8. G. G. Pozzebon, A. F. Q. Gonçalves, G. G. Pena, N. E. M. Moçambique, and R. Q. Machado, "Operation of a three-phase power converter connected to a distribution system," IEEE Trans. Ind. Electron., vol. 60, no. 5, pp. 1810-1818, Apr. 2013
9. Z. Yao and L. Xiao, "Control of single-phase grid-connected inverters with nonlinear loads," IEEE Trans. Ind. Electron., vol. 60, no. 4, pp. 1384-1389, Apr. 2013
10. J. M. Espi, J. Castello, R. Garcia-Gil, G. Garcera, and E. Figueres, "An adaptive robust predictive current control for three-phase gridconnected inverters," IEEE Trans. Ind. Electron., vol. 58, no. 8, pp. 3537-3546, August 2011
11. B. Singh and V. Rajagopal, "Neural-network-based integrated electronic load controller for isolated asynchronous generators in small hydro generation," IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4264-4274, Sep. 2011
12. B. Singh and S. Sharma, "Design and implementation of four-leg voltage-source-converter-based VFC for autonomous wind energy conversion system," IEEE Trans. Ind. Electron., vol. 59, no. 12, pp. 4694-4703, Dec. 2012
13. G. Buticchi, L. Consolini, and E. Lorenzani, "Active filter for the removal of the DC current component for single-phase power lines," IEEE Trans. Ind. Electron., vol. 60, no. 10, pp. 4403-4414, Oct. 2013
14. B. Singh, V. Verma, and J. Solanki, "Neural network-based selective compensation of current quality problems in distribution system," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 53-60, Feb. 2007 (Pubitemid 46444005)
15. P. Mitra and G. K. Venayagamoorthy, "An adaptive control strategy for DSTATCOM applications in an electric ship power system," IEEE Trans. Power Electron., vol. 25, no. 1, pp. 95-104, Jan. 2010
16. G. Benysek and M. Pasko, Power Theories for Improved Power Quality. London, U.K.: Springer-Verlag, 2012
17. P. Tenti, P. Mattavelli, and E. Tedeschi, "Compensation techniques based on reactive power conservation," J. Elect. Power Quality Utilization, vol. 8, no. 1, pp. 17-24, 2007
18. B. Singh and S. Kumar, "Modified power balance theory for control of DSTATCOM," in Proc. Joint Int. Conf. Power Electron., Drives Energy Syst. Power India, 2010, pp. 1-8
19. B. Singh and J. Solanki, "A comparison of control algorithms for DSTATCOM," IEEE Trans. Ind. Electron., vol. 56, no. 7, pp. 2738-2745, Jul. 2009
20. S.-J. Jeon, "Unification and evaluation of the instantaneous reactive power theories," IEEE Trans. Power Electron., vol. 23, no. 3, pp. 1502-1510, May 2008 (Pubitemid 351756722)
21. A. Bhattacharya, C. Chakraborty, and S. Bhattacharya, "Shunt compensation: Reviewing traditional methods of reference current generation," IEEE Ind. Electron. Mag., pp. 38-49, Sep. 2009
22. T.-L. Lee, S.-H. Hu, and Y.-H. Chan, "DSTATCOM with positivesequence admittance and negative-sequence conductance to mitigate voltage fluctuations in high-level penetration of distributed generation systems," IEEE Trans. Ind. Electron., vol. 60, no. 4, pp. 1417-1428, Apr. 2013
23. G. Bhuvaneswari and M. G. Nair, "Design, simulation, and analog circuit implementation of a three-phase shunt active filter using the I cos algorithm," IEEE Trans. Power Del., vol. 23, no. 2, pp. 1222-1235, Apr. 2008 (Pubitemid 351546176)
24. S. Rahmani, N. Mendalek, and K. Al Haddad, "Experimental design of a nonlinear control technique for three-phase shunt active power filter," IEEE Trans. Ind. Electron., vol. 57, no. 10, pp. 3364-3375, Oct. 2010
25. M. Angulo, D. R. Caballero, J. Lago, M. L. Heldwein, and S. A. Mussa, "Active power filter control strategy with implicit closed loop current control and resonant controller," IEEE Trans. Ind. Electron., vol. 60, no. 7, pp. 2721-2730, Jul. 2013
26. C. A. Sepulveda, J. A. Munoz, J. R. Espinoza,M. E. Figueroa, and P. E. Melin, "All on chip -frame based DSTATCOM control implementation in a low cost FPGA," IEEE Trans. Ind. Electron., vol. 60, no. 2, pp. 659-669, Feb. 2013
27. L. Fausett, Fundamentals of Neural Networks: Architectures, Algorithms and Applications. Delhi, India: Person Education Asia, 2005
28. J. S. R. Jang, C. T. Sun, and E. Mizutani, Neuro Fuzzy and Soft Computing: A Computational Approach to Learning and Machine Intelligence. Delhi, India: Person Education Asia, 2008
29. D. Hunter, H. Yu, M. S. Pukish, J. Kolbusz, and B. M. Wilamowski, "Selection of proper neural network sizes and architectures-A comparative study," IEEE Trans. Ind. Inf., vol. 8, no. 2, pp. 228-240, May 2012
30. A. Elmitwally, S. Abdelkader, and M. El Kateb, "Neural network controlled three-phase four wire shunt active power filter," IEE Proc. Gen., Transm. Distrib., vol. 147, no. 2, pp. 87-92, Mar. 2000 (Pubitemid 30563900)
31. H. C. Lin, "Intelligent neural network-based fast power system harmonic detection," IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 43-52, Feb. 2007 (Pubitemid 46444004)
32. M. Saad, P. Bigras,L.A.Dessaint, andK. AI-Haddad, "Adaptive robot control using neural networks," IEEE Trans. Ind. Electron., vol. 41, no. 2, pp. 173-181, Apr. 1994
33. 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, Feb. 2011
34. Y. Pan and J. Wang, "Model predictive control of unknown nonlinear dynamical systems based on recurrent neural networks," IEEE Trans. Ind. Electron., vol. 59, no. 8, pp. 3089-3101, Aug. 2012
35. J. V. Wijayakulasooriya, G. A. Putrus, and C. H. Ng, "Fast nonrecursive extraction of individual harmonics using artificial neural networks," IEE Proc. Gener. Transm. Distrib., vol. 152, no. 4, pp. 539-534, July 2005
36. G. W. Chang, C. I. Chen, and Y. F. Teng, "Radial-basis-function- based neural network for harmonic detection," IEEE Trans. Ind. Electron., vol. 57, no. 6, pp. 2171-2179, Jun. 2010
37. H. Yu, T. Xie, S. Paszczynski, and B. M. Wilamowski, "Advantages of radial basis function networks for dynamic system design," IEEE Trans. Ind. Electron., vol. 58, no. 12, pp. 5438-5450, Dec. 2011
38. S. Fan, X. Wang, and Y. Zhou, "Neural network based predictive control for active power filter," in Proc. 30th Annu. Conf. IEEE Ind. Electron. Soc., 2004, pp. 822-826 (Pubitemid 40845914)
39. L. Zhizhen, Z. Yan, and Z. Xin, "A detecting approach of harmonic currents based on the circuitmodel and neural network theory," in Proc. Fourtieth IAS Annu. Meet., 2005, pp. 1904-1907 (Pubitemid 44042710)
40. T. M. Gruzs, "A survey of neutral currents in three-phase computer power systems," IEEE Trans. Ind. Appl., vol. 26, no. 4, pp. 719-725, Jul./Aug. 1990
41. B. Singh, P. Jayaprakash, and D. P. Kothari, "Magnetics for neutral current compensation in three-phase four-wire distribution system," in Proc. Joint Int. Conf. Power Electron., Drives Energy Syst. Power India, 2010, pp. 1-7.