Insulator condition analysis for overhead distribution lines using combined wavelet support vector machine (SVM)

IEEE Transactions on Dielectrics and Electrical Insulation

Volumn 17, Issue 1, 2010, Pages 89-99

  Murthy, Velaga Sreerama ^a   Tarakanath, K ^b   Mohanta, D K ^b   Gupta, Sumit ^a  

^a MVGR COLLEGE OF ENGINEERING   (India)

^b BIRLA INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Distribution system monitoring (DSM) automation; Insulator condition analysis; Support vector machine (SVM); Wavelet transform

Indexed keywords

CONDITION ANALYSIS; CONDITION INDEX; CONTROL ROOMS; DIGITAL IMAGE PROCESSING; DISTRIBUTION SYSTEM MONITORING (DSM) AUTOMATION; DISTRIBUTION SYSTEMS; ELECTRIC POWER SYSTEM RELIABILITY; ENGINEERING APPLICATIONS; FIXED CAMERAS; OVERHEAD DISTRIBUTION LINE; POWER DISTRIBUTION LINES; POWER DISTRIBUTION SYSTEM; POWER LINES; REMOTE TERMINAL UNITS; SYSTEM COMPLEXITY; VEHICULAR APPLICATIONS; VIDEO SURVEILLANCE; WAVELET MULTI-RESOLUTION ANALYSIS; WAVELET SUPPORT VECTOR MACHINES;

AUTOMATION; CAMERAS; DIGITAL IMAGE STORAGE; ELECTRIC LOAD DISTRIBUTION; ELECTRIC POWER SYSTEMS; FEATURE EXTRACTION; IMAGE PROCESSING; IMAGE RETRIEVAL; RELIABILITY ANALYSIS; SECURITY SYSTEMS; SUPPORT VECTOR MACHINES; VECTORS; VIDEO AMPLIFIERS; WAVELET TRANSFORMS;

CONDITION MONITORING;

EID: 77249093592     PISSN: 10709878     EISSN: None     Source Type: Journal    
DOI: 10.1109/TDEI.2010.5412006     Document Type: Article

References (22)

1. C. C. Whitworth, A. W. G. Duller, D. I. Jones and G. K. Earp, "Aerial video inspection of power lines", Power Engineering J., Vol.15(1), pp. 25-32, 2001.
2. D. I. Jones, C. C. Whitworth, G. K. Earp and A. W. G. Duller, "A laboratory test-bed for an automated power line inspection system", Control Engineering Practice, Vol.13, No.7, pp. 835-851, 2005.
3. D. I. Jones and G. K. Earp, "Camera sightline pointing requirements for aerial inspection of overhead power lines", Electric Power Systems Research, Vol.57, pp. 73-82, 2001.
4. F. Xu, X. Liu and K. Fujimura, "Pedestrian detection and tracking with night vision", IEEE Trans. Intelligent Transportation Syst., Vol.6, pp. 63-71, 2005.
5. C. L. Keyes, D. Shmotkin, C. D. Ryff, "Optimizing well-being: The empirical encounter of two traditions", J. Personality and Social Psychology, Vol.82(6), pp. 1007-1022, 2002.
6. R. J. Larsen, E. Diener and R. A. Emmons, "An evaluation of subjective well-being measures", Social Indicators Research, Vol.17, No.1, pp. 1 - 17, 1985.
7. K. Sparks, B. Faragher and C. L. Cooper, "Well-Being and occupational health in the 21st century workplace", J. Occupational and Organizational Psychology, Vol.74, pp. 489-509, 2001. (Pubitemid 33387659)
8. R. Billinton, S. Aboreshaid and M. Fotuhi-Firuzabad, "Well-being analysis of HVDC transmission systems", IEEE Trans. Power Syst., Vol.12, pp. 913-918, 1997 (Pubitemid 127771458)
9. R. Billinton, M. Fotuhi-Firuzabad and S. Aboreshaid, "An approach to evaluating system well-being in engineering reliability applications", J. Reliability Engineering and System Safety, Vol.50, No.1, pp. 1-5. 1995.
10. J. M. White, "Marital status and well-being in Canada: An analysis of age group variations", J. Family Issues, Vol.13, No.3, pp. 390- 409, 1992.
11. L. Goel and L. S. Low, "Incorporating Generator Scheduling in Composite Power System Well-Being Analysis", IEEE Porto Power Tech Conf., Vol.3, pp.7-12, 2001.
12. R. Billinton, S. Aboreshaid and M. Fotuhi-Firuzabad, "Diagnosing the well-being of composite generation and HVDC transmission systems", IEEE Trans. Power Syst., Vol.12, pp. 1740-1745, 1997.
13. R. P. Gupta, and S. C. Srivastava, "Technology development and implementation for power distribution automation", Water and Energy International J., Vol.61, pp. 40-47, 2004.
14. www.iitk.ac.in/infocell/Archive/dirmar1/power-distribution.html
15. R. C. Gonzalez and R. E. Woods, A Text Book for Digital Image Processing, 2nd ed., Ch. 7, Pearson Education, India, 2002.
16. I. Daubechies "The wavelet transform, time-frequency localization and signal analysis", IEEE Trans. Inf. Theory, Vol.36, pp. 961- 1005, 1990.
17. R. Supangat, N. Ertugrul, W. L. Soong, D. A. Gray, C. Hansen and J. Grieger, "Detection of broken rotor bars in induction motor using starting-current analysis and effects of loading", IEE Proc. Electr. Power Appl., Vol.153, pp. 848-855, 2006. (Pubitemid 44598222)
18. S. G. Mallat, "A Theory for multiresolution signal decomposition: The wavelet representation", IEEE Trans. Pattern Analysis Machine Intelligence, Vol.11, pp. 674-693, 1989.
19. M. Jaya Bharata Reddy and D. K. Mohanta, "A wavelet-neuro- fuzzy combined approach for digital relaying of transmission line faults", Electric Power Components Syst. Vol.35, pp. 1385-1407, 2007.
20. http://www.ph.tn.tudelft.nl/Courses/FIP/noframes/fip-Statisti.html
21. C. Cortes and V. Vapnik, "Support vector networks", Machine Learning, Vol.20, No.3, pp. 273-297, 1995.
22. S. S. Keerthi and C. J. Lin. "Asymptotic behaviors of support vector machines with Gaussian kernel", Neural Computation, Vol.15, pp. 1667-1689, 2003.