Application of K-Means method to pattern recognition in on-line cable partial discharge monitoring

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 20, Issue 3, 2013, Pages 754-761

  Peng, Xiaosheng ^a   Zhou, Chengke ^a   Hepburn, Donald ^a   Judd, Martin D ^b   Siew, W H ^b  

^a GLASGOW CALEDONIAN UNIVERSITY   (United Kingdom)

^b UNIVERSITY OF STRATHCLYDE   (United Kingdom)

Author keywords

Autonomous pattern recognition; cable condition monitoring; K Means; partial discharge; phase resolved pattern

Indexed keywords

CABLE CONDITION MONITORING; INSULATION CONDITION MONITORING; INTERFERENCE SIGNAL; K-MEANS; ON-LINE PARTIAL DISCHARGE; PARTIAL DISCHARGE MONITORING; PHASE-RESOLVED; VOLTAGE WAVEFORMS;

CABLES; CONDITION MONITORING; PATTERN RECOGNITION;

PARTIAL DISCHARGES;

EID: 84878483615     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/TDEI.2013.6518945     Document Type: Article

References (20)

1. IEC International Standard 60270. "High Voltage Test Techniques - Partial Discharge Measurements", Int'l. Electrotechnical Commission (IEC), Geneva, Switzerland, 3rd edition, 2000.
2. N. H. Ahmed and N. N. Srinivas, "On-line Partial Discharge Detection in Cables", IEEE Trans. Dielectr. Electr. Insul., Vol. 5, No. 2, pp.181-188, 1998. (Pubitemid 128744244)
3. A. Krivda, "Automated Recognition of Partial Discharges", IEEE Trans. Dielectr. Electr. Insul., Vol. 2, No. 5, pp. 796-821, 1995.
4. Working Group 21.03 Cigre, "Recognition of Discharges", Electra, Vol. 11, pp. 61-98, 1969.
5. T. K. Abdel-Galil, R. M. Sharkawy, M. M. A. Salama and R. Bartnikas, "Partial Discharge Pulse Pattern Recognition using an Inductive Inference Algorithm", IEEE Trans. Dielectr. Electr. Insul., Vol. 12, No. 2, pp. 320-327, 2005 (Pubitemid 40850571)
6. C. Mazzetti, F. Mascioli, F. Baldini, M. Panella, R. Risica and R. Bartnikas, "Partial Discharge Pattern Recognition by Neuro-Fuzzy Networks in Heat-Shrinkable Joints and Terminations of XLPE Insulated Distribution Cables", Trans. Power Delivery, Vol. 21, No. 3, pp.1035-1044, 2006. (Pubitemid 43983623)
7. J. Li and C. Sun, "Partial Discharge Image Recognition Influenced by Fractal Image Compression", IEEE Trans. Dielectrics and Electrical Insulation, Vol. 15, No. 2, pp. 496-504, 2008.
8. A. Rizzi, F. Massimo, F. Mascioli, F. Baldini, C. Mazzetti and R. Bartnikas, "Genetic Optimization of a PD Diagnostic System for Cable Accessories", Trans. Power Delivery, Vol. 24, No. 3, pp. 1728- 1738, 2009.
9. L. Hao and P. L. Lewin, "Partial Discharge Source Discrimination using a Support Vector Machine", IEEE Trans. Dielectr. Electr. Insul., Vol. 17, No. 1, pp. 189-197, 2010.
10. S. Rudd, S. D. J. McArthur, M. D. Judd, S. Meijer and E. Gulski, "Knowledge-based diagnosis of partial discharges in power transformers", IEEE Trans. Dielectr. Electr. Insul., Vol. 15, No. 1, pp. 259-268, 2008. (Pubitemid 351225220)
11. C. Zhou, M. Michel, D. M. Hepburn and X. Song, "On-line partial discharge monitoring in medium voltage underground cables", IET Sci., Measurement and Technology, Vol.3, No.5, pp. 354-363, 2009.
12. T.W. Chen and S.Y. Chien, "Bandwidth Adaptive Hardware Architecture of K-Means Clustering for Video Analysis", IEEE Trans. Very Large Scale Integration (VLSI) Systems, Vol. 18, No.6, pp. 957-966, 2010.
13. P. Bellot and M. El-Beze, "A clustering method for information retrieval", (Technical Report IR-0199), Laboratoire d'Informatique d'Avignon, France, 1999.
14. D. M. Mount, N. S. Netanyahu, C. D. Piatko, R. Silverman and A.Y. Wu. "An Efficient K-Means Clustering Algorithm: Analysis and Implementation", IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 24, No. 7, pp. 881-892, 2002. (Pubitemid 34835464)
15. J. B. MacQueen, "Some methods for classification and analysis of multivariate observations", 5th Sympos. Math, Statistics, and Probability. Berkeley, CA: University of California Press, pp. 281-297, 1976.
16. J. A. Hartigan and M. A. Wong, "A K-Means Clustering Algorithm", J. Royal Statistical Soc., Series C (Applied Statistics), Vol. 28, No. 1, pp. 100-108, 1979.
17. P. S. Bradley and U. M. Fayyad, "Refining Initial Points for KMeans Clustering", 15th Int'l. Conf. Machine Learning (ICML), Morgan Kaufmann, San Francisco, USA, 1998.
18. N. Shi, X. M. Liu and Y. Guan, "Research on k-means Clustering Algorithm: An Improved k-means Clustering Algorithm", 3rd Int'l. Sympos. Intelligent Information Technology and Security Informatics (IITSI), pp.63-67, 2010.
19. M.K. Ng, Y.-M. Cheung and J. Z. Huang, "Agglomerative Fuzzy KMeans Clustering Algorithm with Selection of Number of Clusters", IEEE Transactions on Knowledge and Data Engineering, Vol. 20, No. 11, pp. 1519-1534, 2008.
20. X. Song, C. Zhou, D.M. Hepburn and M. Michel, "2nd Generation Wavelet Transform in PD Measurement Denoising", IEEE Trans. Dielectr. Electr. Insul., Vol. 14 No. 6, 2007.