Detection and classification of voltage disturbances using a Fuzzy-ARTMAP-wavelet network

Electric Power Systems Research

Volumn 81, Issue 12, 2011, Pages 2057-2065

  Decanini, José G M S ^a   Tonelli Neto, Mauro S ^a   Malange, Fernando C V ^a   Minussi, Carlos R ^a  

^a SÃO PAULO STATE UNIVERSITY UNESP   (Brazil)

Author keywords

Disturbance diagnosis; Electric power systems; Fuzzy ARTMAP neural network; Power quality; Wavelet transform

Indexed keywords

ATP SOFTWARE; AUTOMATIC DETECTION; COMPUTING PERFORMANCE; ELECTRIC ENERGY DISTRIBUTION SYSTEM; ELECTRIC POWER; FUZZY-ARTMAP NEURAL NETWORK; OPERATION STATE; OSCILLATORY TRANSIENTS; POWER QUALITY EVENT; PROCESSING TIME; REAL TIME; SIGNAL PROCESSING TECHNIQUE; SUPPORT TOOL; THREE-PHASE VOLTAGES; VOLTAGE DISTURBANCES; VOLTAGE SAGS; VOLTAGE SWELLS;

COMPUTER SIMULATION; DISCRETE WAVELET TRANSFORMS; ELECTRIC POWER SYSTEMS; HARMONIC ANALYSIS; INTELLIGENT SYSTEMS; MATHEMATICAL MODELS; NEURAL NETWORKS; POWER QUALITY; SIGNAL DETECTION; WAVELET TRANSFORMS;

OUTAGES;

EID: 80052104039     PISSN: 03787796     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.epsr.2011.07.018     Document Type: Article

References (32)

1. B.K. Panigrahi, and V.R. Pandi Optimal feature selection for classification of power quality disturbances using wavelet packet-based fuzzy k-nearest neighbour algorithm IET Gener. Transm. Distrib. 3 3 2009 296 306
2. IEEE guide for identifying and improving voltage quality in power systems, IEEE Std P1250 (2011) 1-68
3. C. Venkatesh, D.V.S.S. Siva Sarma, and M. Sydulu Classification of voltage sag, swell and harmonics using S-transform based modular neural network 14th International Conference on Harmonics and Quality of Power (ICHQP) 2010 1 7
4. D. Granados-Lieberman, R.J. Romero-Troncoso, R.A. Osornio-Rios, A. Garcia-Perez, and E. Cabal-Yepez Techniques and methodologies for power quality analysis and disturbances classification in power systems: a review IET Gener. Transm. Distrib. 5 4 2011 519 529
5. A. Teke, K. Bayindir, and M. Tümay Fast sag/swell detection method for fuzzy logic controlled dynamic voltage restorer IET Gener. Transm. Distrib. 4 1 2010 1 12
6. Y. Liao, and J.-B. Lee A fuzzy-expert system for classifying power quality disturbances Electr. Power Energy Syst. 26 2004 199 205
7. P.K. Dash, S. Mishra, M.M.A. Salama, and A.C. Liew Classification of power system disturbance using a fuzzy expert system and a Fourier linear combiner IEEE Trans. Power Deliv. 15 2000 472 477
8. S. Santoso, E.J. Powers, W.M. Grady, and A.C. Parsons Power quality waveform recognition using wavelet-based neural classifier-Part 1: theoretical foundation IEEE Trans. Power Deliv. 15 1 2000 222 228
9. S. Santoso, E.J. Powers, W.M. Grady, and A.C. Parsons Power quality disturbance waveform recognition using wavelet-based neural classifier. Part 2. Application IEEE Trans. Power Deliv. 15 1 2000 229 235
10. M.B.I. Reaz, F. Choong, M.S. Sulaiman, F. Mohd-Yasin, and M. Kamada Expert system for power quality disturbance classifier IEEE Trans. Power Deliv. 22 3 2007 1979 1988
11. M.A.S. Masoum, S. Jamali, and N. Ghaffarzadeh Detection and classification of power quality disturbances using discrete wavelet transform and wavelet networks IET Sci. Meas. Technol. 4 4 2010 193 205
12. H. Eristi, A. Uar, and Y. Demir Wavelet-based feature extraction and selection for classification of power system disturbances using support vector machines Electr. Power Syst. Res. 80 2010 743 752
13. S.K. Meher, and A.K. Pradhan Fuzzy classifiers for power quality events analysis Electr. Power Syst. Res. 80 2010 71 76
14. G.A. Carpenter, G.A.S. Grossberg, N. Markuzon, J.H. Reynolds, and D.B. Rosen Fuzzy ARTMAP: a neural network architecture for incremental supervised learning of analog multidimentional maps IEEE Trans. Neural Netw. 3 5 1992 698 713 (Pubitemid 23555782)
15. S.C. Marchiori, M.C.G. Silveira, A.D.P. Lotufo, C.R. Minussi, and M.L.M. Lopes Neural network based on adaptive resonance theory with continuous training for multi-configuration transient stability analysis of electric power systems Appl. Soft Comput. 11 1 2011 706 715
16. A.M. Gaouda, M.M.A. Salama, M.R. Sultan, and A.Y. Chikhani Power quality detection and classification using wavelet-multiresolution signal decomposition IEEE Trans. Power Deliv. 14 4 1999 1469 1476 (Pubitemid 30538551)
17. G. Zhang, H. Rong, L. He, and W. Jin Entropy feature extraction approach for radar emitter signals International Conference on Intelligent Mechatronics and Automation 2004 621 625
18. M. Uyar, S. Yildirim, and M.T. Gencoglu An effective wavelet-based feature extraction method classification of power quality disturbance signals Electr. Power Syst. Res. 78 2008 1747 1755
19. S.A. Al-Jufout Online condition monitoring of electrical power system unbalance Int. J. Energy Technol. Policy 5 6 2007 684 691
20. A. Borghetti, M. Bosetti, M. Di Silvestro, C.A. Nucci, and M. Paolone Continuous-wavelet transform for fault location in distribution power networks: definition of mother wavelets inferred from fault originated transients IEEE Trans. Power Syst. 23 2 2008 380 388 (Pubitemid 351695816)
21. M. Karimi, H. Mokhtari, and M. Reza Iravani Wavelet based on-line disturbance detection for power quality applications IEEE Trans. Power Deliv. 15 4 2000 1212 1220 (Pubitemid 32252115)
22. S. Mallat A Wavelet Tour of Signal Processing: The Sparse Way third ed. 2009 Academic Press
23. I. Daubechies Ten Lectures on Wavelets 1992 Society for Industrial and Applied Mathematics Philadelphia, PA
24. L.A. Zadeh Fuzzy Sets Inf. Control 8 1965 338 353
25. M. Georgiopoulos, H. Fernlund, G. Bebis, and G.L. Heileman Order of search in fuzzy ART and fuzzy ARTMAP: effect of the choice parameter Neural Networks 9 9 1996 1541 1559 (Pubitemid 27055273)
26. M.L.M. Lopes, C.R. Minussi, and A.D.P. Lotufo Electric load forecasting using a fuzzy ART & ARTMAP neural network Electr. Power Syst. Res. 1 2005 235 244
27. J. He, A.-H. Tan, and C.-L. Tan ART-C: a neural architecture for self-organization under constraints International Joint Conference on Neural Networks 2002 2550 2555 (Pubitemid 34648034)
28. G.A. Carpenter, S. Grossberg, and D.B. Rosen Fuzzy ART: fast stable learning and categorization of analog patterns by an adaptive resonance theory Neural Networks 4 1991 759 771
29. T.K. Abdel-Galil, M. Kamel, A.M. Youssef, E.F. El-Saadany, and M.M.A. Salama Power quality disturbance classification using inductive inference approach IEEE Trans. Power Delev. 19 4 2004 1812 1818
30. ATP Rule Book, Canadian EMTP User Group.
31. MATLAB 7.8 version, MathWorks Company.
32. LaPSEE (2010), Practical 134 buses feeder data, available: http://www.dee.feis.unesp.br/lapsee/TestSystems/135-bus-feeder.pdf, Planning Laboratory of Electrical Power Systems (LaPSEE), UNESP - Univ Estadual Paulista.