State-of-the-art overview on data mining in power systems

2006 IEEE PES Power Systems Conference and Exposition, PSCE 2006 - Proceedings

Volumn , Issue , 2006, Pages 33-37

  Mori, Hiroyuki ^a  

^a MEIJI UNIVERSITY   (Japan)

Author keywords

Artificial intelligence; Clustering methods; Database management; Knowledge acquisition; Learning systems; Neural network applications

Indexed keywords

CLUSTERING METHODS; DATA MINING TECHNIQUES; DATABASE MANAGEMENT; INPUT AND OUTPUTS; NEURAL NETWORK APPLICATIONS; NON-LINEAR RELATIONSHIPS; NON-LINEARITY; POWER SYSTEM OPERATIONS; POWER SYSTEM OPERATORS;

ARTIFICIAL INTELLIGENCE; KNOWLEDGE ACQUISITION; LEARNING SYSTEMS; NEURAL NETWORKS; POWER GENERATION; POWER TRANSMISSION;

DATA MINING;

EID: 76249119983     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PSCE.2006.296245     Document Type: Conference Paper

References (50)

1. L. Wehenkel and M. Pavella, "Decision tree approach to power systems security assessment," Int'l J. of Electrical Power & Energy Systems, Vol. 15, No. 1, pp. 13-36, Feb. 1993.
2. T. V. Cutsem, L. Wehenkel, M. Pavella, B. Heilbronn and M. Goubin, "Decision tree approaches to voltage security assessment," IEE Proceedings on Generation, Transmission and Distribution, Vol. 140, No. 3, pp. 189-198, May 1993.
3. 2 control," IEEE Transactions on Power Systems, Vol. 9, No. 1, pp. 167-173, Feb. 1994.
4. L. Wehenkel, M. Pavella, E. Euxibie and B. Heilbronn, "Decision tree based transient stability method a case study," IEEE Transactions on Power Systems, Vol. 9, No. 1, pp. 459-469, Feb. 1994.
5. H. D. Hatziargyriou, G. C. Contaxis and N. C. Sideris, "A decision tree method for on-line steady state security assessment," IEEE Transactions on Power Systems, Vol. 9, No. 2, pp. 1052-1061, May 1994.
6. S. Rovnyak, S. Kretsinger, J. Thorp and D. Brown, "Decision trees for real-time transient stability prediction," IEEE Transactions on Power Systems, Vol. 9, No. 3, pp. 1417-1426, Aug. 1994.
7. Y. C. Chien and H. Y. Yuafi, "Estimation of line flows and bus voltages using decision trees," IEEE Transactions on Power Systems, Vol. 9, No. 3, pp. 1569-1574, Aug. 1994.
8. Y. T. Hong, C. Y. Wen and H. L. Ching, "Power system distributed online fault section estimation using decision tree based neural nets approach,", Vol. 10, No. 1, pp. 540-546, Jan. 1995.
9. N. D. Hatziargyriou, S. A. Papathanassiou and M. P. Papadopoulos, "Decision trees for fast security assessment of autonomous power systems with a large penetration from renewables," IEEE Transactions on Energy Conversion, Vol. 10, No. 2, pp. 315-325, June 1995.
10. S. Rovnyak, L. W. Chih, L. Jin, M. Weimin and J. Thorp, "Predicting future behavior of transient events rapidly enough to evaluate remedial control options in real-time," IEEE Transactions on Power Systems, Vol. 10, No. 3, pp. 1195-1203, Aug. 1995.
11. I. Houben, L. Wehenkel and M. Pavella, "Coupling of K-NN with decision trees for power system transient stability assessment," IEEE Conference on Control Applications, pp. 825-832, Sept. 1995.
12. M. Togami, N. Abe, T. Kitahashi and H. Ogawa, "On the application of a machine learning technique to fault diagnosis of power distribution lines," IEEE Transactions on Power Delivery, Vol. 10, No. 4, pp. 1927-1936, Oct. 1995.
13. L. Wehenkel, "Machine learning approaches to power-system security assessment," IEEE Intelligent Systems and Their Applications, Vol. 12, No. 5, pp. 60-72, Sept. 1997.
14. B. D. Pitt and D. S. Kitschen, "Application of data mining techniques to load profiling," IEEE International Conference on Power Industry Computer Applications, pp. 131-136, May 1999.
15. S. Rovnyak and Y. Sheng, "Using measurements and decision tree processing for response-based discrete-event control," IEEE Power Engineering Society Summer Meeting, Vol. 1, pp. 10-15, July 1999.
16. L. Wehenkel and P. Mack, "Artificial intelligence toolbox for planning and operation of power systems," IEEE Power Engineering Society Winter Meeting, Vol. 2, pp. 1057-1062, Jan. 2000.
17. J. A. L. Pecas and M. H. Vasconcelos, "On-line dynamic security assessment based on kernel regression trees," IEEE Power Engineering Society Winter Meeting, Vol. 2, pp. 1075-1080, Jan. 2000.
18. P.S. Karunadsa, U. D. Annakkage and B. A. MacDonald, "Dynamic security control using secure regions derived from a decision tree technique," IEEE Power Engineering Society Summer Meeting, Vol. 3, pp. 1861-1865, July 2000.
19. S. M. Rovnyak, C. W. Taylor and Y. Sheng, "Decision trees using apparent resistance to detect impending loss of synchronism," IEEE Transactions on Power Delivery, Vol. 15, No. 4, pp. 1157-1162, Oct. 2000.
20. C.A. Roa-Sepulveda and M. Herrera, "A solution to the economic dispatch problem using decision trees," Electric Power Systems Research, Vol. 56, No. 3, pp. 255-259, Dec. 2000.
21. H. Mori, N. Kosemura, K. Ishiguro and T. Kondo, "Short-term load forecasting with fuzzy regression tree in power systems," IEEE International Conference on Systems, Man, and Cybernetics Systems, Vol. 3, pp. 1948-1953, Oct. 2001.
22. H. Mori, N. Kosemura, T. Kondo, K. Numa, "Data mining for short-term load forecasting," IEEE Power Engineering Society Winter Meeting, vol. 1, pp. 623-624, Jan. 2002.
23. L. Wehenkel and P. Mack, "Data mining for power system security assessment-a large scale study," IEEE Power Engineering Society Winter Meeting, Vol. 1, pp. 625-626, Jan. 2002.
24. E. S. Karapidakis and N. D. Hatziargyriou, "Online preventive dynamic security of isolated power systems using decision trees," IEEE Transactions on Power Systems, Vol. 17, No. 2, pp. 297-304, May 2002.
25. H. Shyh-Jier and L. Jeu-Min, "Enhancement of power system data debugging using GSA-based data-mining technique," IEEE Transactions on Power Systems, Vol. 17, No. 4, pp. 1022-1029, Nov. 2002.
26. R. F. Chang and C. N. Lu, "Load profile assignment of low voltage customers for power retail market applications," IEE Proceeding Generation, Transmission and Distribution, Vol. 150, No. 3, pp. 263-267, May 2003.
27. S. Vassena, P. Mack, P. Rouseaux, C. Druet, and L. Wehenkel, "A probabilistic approach to power system network planning under uncertainties," IEEE Power Tech Conference Proceedings, Vol. 2, pp 6, June 2003.
28. J. A. Huang, G. Vanier, A. Valette, S. Harrison and L. Wehenkel, "Application of data mining techniques for automat settings in emergency control at Hydro-Qudbec," IEEE Power Engineering Society General Meeting, Vol. 4, July 2003.
29. C. A. Roa-Sepulveda, M. Herrera, B. Pavez-Lazo, U. G. Knight and A. H. Coonick, "Economic dispatch using fuzzy decision trees," Electric Power Systems Research, Vol. 66, No. 2, pp.115-122, Aug. 2003.
30. K. Mei and S. M. Rovnyak, "Response-based decision trees to trigger one-shot stabilizing control," IEEE Transactions on Power Systems, Vol. 19, No. 1, pp. 531-537, Feb. 2004.
31. S. K. Tso, J. K. Lin, H. K. Ho, C. M. Mak, K. M. Yung and Y. K. Ho, "Data mining for detection of sensitive buses and influential buses in a power system subjected to disturbances," IEEE Transactions on Power Systems, Vol. 19, No. 1, pp. 563-568, Feb. 2004.
32. H. Shyh-Jier and L. Jeu-Min, "Enhancement of anomalous data mining in power system predicting-aided state estimation," IEEE Transactions on Power Systems, Vol. 19, No. 1, pp. 610-619, Feb. 2004.
33. S. Yong and S. M. Rovnyak, "Decision tree-based methodology for high impedance fault detection," IEEE Transactions on Power Delivery, Vol. 19, No. 2, pp. 533-536, April 2004.
34. T. Xu, R. He, P. Wang, and D. Xu, "Applications of data mining technique for power system transient stability prediction," IEEE International Conference on Electric Utility Deregulation, Restructuring and Power Technologies, Vol. 1, pp. 389-392, April 2004.
35. A. R. Khatib, R. F. Nuqui, M. R. Ingram and A. G. Phadke, "Real-time estimation of security from voltage collapse using synchronized phasor measurements, " IEEE Power Engineering Society General Meeting, Vol. 1, pp. 582-588, June 2004.
36. K. R. Niazi, C. M. Arora and S. L. Surana, "A hybrid approach for security evaluation and preventive control of power systems," IEEE Power Engineering Society General Meeting, Vol. 1, pp. 1061-1067, June 2004.
37. S. P. Teeuwsen, I. Erlich and M. A. El-Sharkawi, "Decision tree based oscillatory stability assessment for large interconnected power systems," IEEE Power Systems Conference and Exposition, Vol. 2, pp. 1089-1094, Oct. 2004.
38. J. - T. Peng, C. F. Chien, and T. L. B. Tseng, "Rough set theory for data mining for fault diagnosis on distribution feeder," IEE Proceeding Generation, Transmission and Distribution, Vol. 151, No. 6, pp. 689-697, Nov. 2004.
39. V. Figueiredo, F. Rodrigues, Z. Vale and J. B. Gouveia, "An electric energy consumer characterization framework based on data mining techniques," IEEE Transactions on Power Systems, Vol. 20, No. 2, pp. 596-602, May 2005.
40. L. Guang and S. M. Rovnyak, "Integral square generator angle index for stability ranking and control," IEEE Transactions on Power Systems, Vol. 20, No 2, pp. 926-934, May 2005.
41. A. Ugedo, E. Lobato, J. Peco and L. Rouco, "Decision trees applied to the management of voltage constraints in the Spanish market," IEEE Transactions on Power Systems, Vol. 20, No. 2, pp. 963-972, May 2005.
42. H. Mori, Y. Sakatani, T. Fujino and K. Numa, "An Integrated Method of Fuzzy Data Mining and Fuzzy Inference for Short-term Load Forecasting," Enginnering Intelligent Systems Journal, Vo. 13, No. 2, pp.73-80, June 2005.
43. H. Mori and Y. Komatsu,"A Hybrid Method of Optimal Data Mining and Artificial Neural Network for Voltage Stability Assessment," Proc. of 2005 IEEE PowerTechCD-ROM, Peteresburg, Russia, June 2005.
44. U. M. Fayyad, et al.(Eds.), "Advances in Knowledge Discovery and Data Mining," AAAI Press/MIT Press, 1996.
45. M.J.A. Berry and G. Linoff, "Data Mining Techniques for Marketing, Sales, and Customer Support," John Wiley & Sons, New York, USA, 1999.
46. H. Mori, "Hybrid Techniques in Fuzzy Logic" presented at 1997 IEEE PICA Tutorial, Minneapolis, MN, May 1997.
47. H. Mori and H. Kobayashi, "Optimal Fuzzy Inference for Short-Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 11, No. 1, pp. 390-396, Feb. 1996.
48. H. Mori and Y. Sone, "A Simplified Fuzzy Inference Method with Tabu Search for Short-term Load Forecasting in Power Systems," Proc. Of IEEE Conference on Decision and Control, Vol. 4, pp. 4240-4245, Tampa, FL, USA, December 1998.
49. H. Mori, Y. Sone, D. Moridera and T.- Kondo,"A Parallel Tabu Search Based Fuzzy Inference for Short-term Load Forecasting," Proc. of 2000 IEEE PES Winter Meeting, Vol. 3, pp.1702-1707, Singapore, Jan. 2000.
50. J.C. Bezdek., "Pattern Recognition with Fuzzy Objective Function Algorithms," Plenum Press, New York, 1981.