Harmonic identification using parallel neural networks in single-phase systems

Applied Soft Computing Journal

Volumn 11, Issue 2, 2011, Pages 2178-2185

  Do Nascimento, Claudionor Francisco ^a   De Oliveira Jr , Azauri Albano ^b   Goedtel, Alessandro ^c   Amaral Serni, Paulo José ^d  

^a UNIVERSIDADE FEDERAL DO ABC   (Brazil)

^b UNIVERSITY OF SÃO PAULO   (Brazil)

^c UNIVERSIDADE TECNOLÓGICA FEDERAL DO PARANÁ   (Brazil)

^d SÃO PAULO STATE UNIVERSITY UNESP   (Brazil)

Author keywords

Harmonic distortion; Neural network application; Power electronics; Single phase power system

Indexed keywords

ARTIFICIAL NEURAL NETWORK; HARMONIC COMPONENTS; HARMONIC CURRENTS; HARMONIC IDENTIFICATION; NEURAL NETWORK APPLICATION; NONLINEAR LOAD; PARALLEL NEURAL NETWORKS; PHASE ANGLES; SELECTIVE COMPENSATION; SINGLE-PHASE ACTIVE POWER FILTER; SINGLE-PHASE POWER; SINGLE-PHASE SYSTEMS; UNPREDICTABLE CHANGES; VARIATION ANALYSIS;

ACTIVE FILTERS; HARMONIC ANALYSIS; HARMONIC DISTORTION; POWER ELECTRONICS;

NEURAL NETWORKS;

EID: 78751624933     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2010.07.017     Document Type: Conference Paper

References (31)

1. J. Stones, and A. Collinson Power quality Power Eng. J. 15 2 2001 58 64
2. H. Akagi, E.H. Watanabe, and M. Aredes Instantaneous Power Theory and Applications to Power Conditioning 2007 John Wiley NJ
3. C.F. Nascimento, A.A. Oliveira Jr., A. Goedtel, and I.N. Silva Compensation current of active power filter generated by artificial neural network approach Proc. IEEE IECON'06 Paris, France 2006 4392 4397
4. D.A. Torrey, and A. Al-Zamel Single-phase active power filters for non-linear multiple loads IEEE Trans. Power Electron. 10 3 1995 263 271
5. W.M. Grady, M.J. Samotyj, and A.H. Noyola Survey of active power line conditioning methodologies IEEE Trans. Power Deliv. 5 3 1990 1536 1542
6. H. Akagi Active harmonic filters Proc. IEEE 93 12 2005 2128 2141
7. S. Mariethoz, and A.C. Rufer Open loop and closed loop spectral frequency active filtering IEEE Trans. Power Electron. 17 4 2002 564 673
8. M. El-Habrouk, and M.K. Darwish Design and implementation of modified Fourier analysis harmonic current computation technique for power active filters using DSPs IEE Proc. Electr. Power Appl. 148 1 2001 21 28
9. A.A. Oliveira Jr., C.F. Nascimento, E.C.C. Cichy, J.R.B.A. Monteiro, and M.L. Aguiar Introducing the learning of active power filters using the software Matlab-Simulink Proc. IEEE PESC/PEEW'05 Recife, PE 2005 108 113
10. L.P. Kunjumuhammed, and M.K. Mishra A control algorithm for single-phase active power filter under non-stiff voltage source IEEE Trans. Power Electron. 21 3 2006 822 825
11. L.S. Czarnecki Instantaneous reactive power p-q theory and power properties of three-phase systems IEEE Trans. Power Deliv. 21 1 2006 362 367
12. M. Kale, and E. Özdemir Harmonic and reactive power compensation with shunt active power filter under non-ideal mains voltage Electr. Power Syst. Res. 74 3 2005 363 370
13. M. Wang, and Y. Sun A practical method to improve phasor and power measurement accuracy of DFT algorithm IEEE Trans. Power Deliv. 21 3 2006 1054 1062
14. J.G. Proakis, and D.G. Manolakis Digital Signal Processing: Principles, Algorithms, and Applications 3rd ed. 1996 Prentice Hall NJ
15. D.O. Abdeslam, P. Wira, J. Merckle, D. Flieller, and Y.-A. Chapuis A unified artificial neural network architecture for active power filters IEEE Trans. Ind. Electron. 54 1 2007 61 76
16. M. Rukonuzzaman, and M. Nakaoka Single-phase shunt active power filter with harmonic detection IEE Proc. Electr. Power Appl. 149 5 2002 343 350
17. L.H. Tey, P.L. So, and Y.C. Chu Adaptive neural network control of active filters Electr. Power Syst. Res. 74 2005 37 56
18. J.R. Vazquez, and P. Salmeron Active power filter control using neural network technologies IEE Proc. Electr. Power Appl. 150 2 2001 139 145
19. S. Osowski Neural network for estimation of harmonic components in a power system IEE Proc. C 139 2 1992 129 135
20. C.F. Nascimento, A.A. Oliveira Jr., A. Goedtel, I.N. Silva, J.R.B.A. Monteiro, and M.L. Aguiar Harmonic determination based on artificial neural networks for current distortion compensation Proc. IEEE ISIE'07 Vigo, Spain 2007 2864 2869
21. F.J. Alcantara, and P. Salmeron A new technique for unbalance current and voltage estimation with neural networks IEEE Trans. Power Syst. 20 2 2005 852 858
22. E.S. Karapidakis Machine learning for frequency estimation of power systems Appl. Soft Comput. 7 2007 105 114
23. P.K. Dash, H.S. Behera, and I.W.C. Lee Time sequence data mining using time-frequency analysis and soft computing techniques Appl. Soft Comput. 8 2008 202 215
24. C.A. Hudson, N.S. Lobo, and R. Krishnan Sensorless control of single switch-based switched reluctance motor drive using neural network IEEE Trans. Ind. Electron. 55 5 2008 321 329
25. S. Jung, and S.S. Kim Hardware implementation of a real-time neural network controller with a DSP and an FPGA for nonlinear systems IEEE Trans. Ind. Electron. 54 1 2008 265 271
26. R.W. Erickson Fundamentals of Power Electronics 1997 Chapman & Hall NY
27. C.F. Nascimento, Determination of the current harmonic content based on artificial neural networks for single-phase non-linear loads, Ph.D. Thesis (in Portuguese), Department of Electrical Engineering, University of Sao Paulo, Brazil, 2007.
28. S. Haykin Neural Networks: Comprehensive Foundation 2nd ed. 1999 Englewood Cliffs NJ
29. F. Temurtas, R. Gunturkun, N. Yumusak, and H. Temurtas Harmonic detection using feed forward and recurrent neural networks for active filters Electr. Power Syst. Res. 72 2004 33 40
30. M.T. Hagan, and M.B. Menhaj Training feedforward networks with the Marquardt algorithm IEEE Trans. Neural Netw. 5 6 1994 989 993
31. F.D. Foresee, and M.T. Hagan Gauss-Newton approximation to bayesian learning Proc. Int. Conf. on Neural Networks, vol. 3 Houston, TX, USA 1997 1930 1935