A novel condition assessment system for underground distribution applications

IEEE Transactions on Power Systems

Volumn 24, Issue 3, 2009, Pages 1115-1125

  Mousavi, Mirrasoul J ^a   Butler Purry, Karen L ^b  

^a ABB US Corporate Research Center   (United States)

^b Department of Electrical and Computer Engineering   (United States)

Author keywords

Condition assessment; Distribution automation; Feature extraction; Incipient fault; Rule based classification; Support vector machines

Indexed keywords

AUTOMATED MEASUREMENT; CLASSIFICATION RESULTS; CONDITION ASSESSMENT; CONDITION ASSESSMENT SYSTEMS; CONDITION ASSESSMENTS; CORE COMPONENTS; DISTRIBUTION AUTOMATION; FIELD DATA; INCIPIENT FAULT; PATTERN CLASSIFIER; RULE BASED; RULE-BASED CLASSIFICATION; UNDERGROUND DISTRIBUTION; UNDERGROUND DISTRIBUTION SYSTEM; UNDERGROUND SYSTEMS; WAVELET DOMAIN;

AUTOMATION; ELECTRIC MEASURING INSTRUMENTS; IMAGE RETRIEVAL; STEEL BRIDGES; SUPPORT VECTOR MACHINES; TURNAROUND TIME; UNDERGROUND ELECTRIC POWER DISTRIBUTION;

FEATURE EXTRACTION;

EID: 68349135421     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2009.2022977     Document Type: Article

References (25)

1. N. H. Malik, A. A. Al-Arainy, and M. I. Qureshi, Electrical Insulation in Power Systems. New York: Marcel Dekker, 1998.
2. J. D. McDonald, "Substation automation, IED integration and availability of information," IEEE Power & Energy, vol. 1, no. 2, pp. 22-31, Mar./Apr. 2003.
3. M. Kezunovic, B. Lunsford, J. Lucey, D. Sevcik, M. Bruckner, and T. Popovic, "Automated analysis using IED-recorded data: Implementation and integration," in Proc. Fault and Disturbance Conf., Atlanta, GA, May 2005.
4. C. L. Hor and P. A. Crossley, "Substation event analysis using information from intelligent electronic devices," Int. J. Elect. Power Energy Syst., vol. 28, no. 6, pp. 374-386, Jul. 2006.
5. N. Ahmed and N. Srinivas, "On-line versus off-line partial discharge testing in power cables," in Proc. 2001 IEEE/PES Transmission and Distribution Conf. Expo., Atlanta, GA, Oct. 2001, vol. 2, pp. 865-870.
6. M. S. Mashikian, R. Luther, Sr., J. C. McIver, J. Jurcisin, Jr., and P. W. Spencer, "Evaluation of field aged crosslinked polyethylene cables by partial discharge location," IEEE Trans. Power Del., vol. 9, no. 2, pp. 620-628, Apr. 1994.
7. W. E. Anderson, J. D. Ramboz, and A. R. Ondrejka, "The detection of incipient faults in transmission cables using time domain reflectometry techniques: Technical challenges," IEEE Trans. Power App. Syst., vol. PAS-101, no. 7, pp. 1928-1934, Jul. 1982.
8. S. Yamaguchi, S. Soda, and N. Takada, "Development of new type insulation diagnostic method for hot-line XLPE cables," IEEE Trans. Power Del., vol. 4, no. 3, pp. 1513-1520, Jul. 1989.
9. J. Lewiner, "Direct determination of space charge distributions in dielectrics: The pressure wave propagation method," presented at the 3rd Int. Conf. Conduction Breakdown in Solid Dielectrics, Trondheim, Norway, Jul. 3-6, 1989, unpublished.
10. M. J. Mousavi and K. L. Butler-Purry, "A characterization methodology for distribution system abnormalities using wavelet packets and self-organizing map neural networks," in Proc. 2005 Intelligent Systems Application in Power Systems, Nov. 2005, pp. 149-156.
11. J. Cardoso, "Characterization of underground cable incipient failures from on-line monitoring of underground distribution power systems," M.S. thesis, Texas A&M Univ., College Station, 1999.
12. R. Chaturbedi, "Characterization and detection of incipient underground cable failures," M.S. thesis, Texas A&M Univ., College Station, 2002.
13. M. J. Mousavi and K. L. Butler-Purry, "Wavelet-based denoising of field recorded power system measurements," in Proc. 36th North American Power Symp. (NAPS), Aug. 2004, Univ. Idaho, Moscow.
14. R. C. Holte, "Very simple classification rules perform well on most commonly used datasets," Mach. Learn., vol. 3, pp. 63-91, 1993.
15. C. J. C. Burges, A Tutorial on Support Vector Machines for Pattern Recognition. Boston, MA: Kluwer, 1998.
16. M. J. Mousavi and K. L. Butler-Purry, "Temporal analysis of power system measurements for condition assessment purposes," in Proc. 2007 IEEE/PES General Meeting, Jun. 24-28, 2007, pp. 1-8.
17. A. W. Galli and O. M. Nielsen, "Wavelet analysis for power system transients," IEEE Comput. Appl. Power, vol. 12, no. 1, pp. 16, 18, 20, 22, 24-25, Jan. 1999.
18. Matlab Reference Book for Wavelet Toolbox, The Math Works, ver. 2, 2000.
19. S. Mallat, A Wavelet Tour of Signal Processing, 2nd ed. San Diego, CA: Academic, 1999.
20. M. J. Mousavi and K. L. Butler-Purry, "Classification of load change transients and incipient abnormalities in underground cable using pattern analysis techniques," in Proc. IEEE/PES Transmission and Distribution Conf., Dallas, TX, Sep. 2003, vol. 1, pp. 175-180.
21. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification, 2nd ed. New York: Wiley, 2001.
22. R. Gutierrez-Osuna, Pattern Analysis Lecture Notes, 2003. [Online]. Available: http://research.cs.tamu.edu/prism/lectures.htm.
23. V. Cherkassky and F. Mulier, Learning From Data: Concepts, Theory and Methods. New York: Wiley, 1998.
24. S. S. Keerthi and C.-J. Lin, "Asymptotic behaviors of support vector machines with Gaussian kernel," Neural Comput., vol. 15, no. 7, pp. 1667-1689, 2003.
25. C. Lin, A Library for Support Vector Machines. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm/index.html.