Identification of Partial Discharges in Gas-insulated Switchgear by Ultra-high-frequency Technique and Classification by Adopting Multi-class Support Vector Machines

References

• Mc Donald , J. D. 2007 . Electric Power Substation Engineering , 2nd ed. , CRC Press, Taylor and Francis Group .
   Google Scholar
• CIGRE Working Group D1-11 . 2003 . Knowledge rules for partial discharge diagnosis in service . Electra , 207 ( 8 ) : 63 – 66 .
   Google Scholar
• IEEE Substations Committee Working Group K4 (GIS diagnostic methods) . 1992 . Partial discharge testing of gas insulated substations . IEEE Trans. Power Delivery , 7 ( 2 ) April : 499 – 506 .
   Google Scholar
• Bartnikas , R. 2005 . A comment concerning the rise times of partial discharge pulses . IEEE Trans. Dielect. Elect. Insulat. , 12 ( 2 ) : 196 – 202 .
   Web of Science ®Google Scholar
• Judd , M. D. , Farish , O. and Hampton , B. F. 1996 . The excitation of UHF signals by partial discharges in GIS . IEEE Trans. Dielect. Elect. Insulat. , 3 ( 2 ) : 213 – 228 .
   Google Scholar
• Cleary , G. P. and Judd , M. D. 2006 . UHF and current pulse measurements of partial discharge activity in mineral oil . IEE Proc. Sci. Measur. Technol. , 153 ( 2 ) : 47 – 54 .
   Google Scholar
• Pearson , J. S. , Farish , O. , Hampton , B. F. , Judd , M. D. , Templeton , D. , Pryor , B. M. and Welch , I. M. 1995 . Partial discharge diagnostics for gas insulated substations . IEEE Trans. Dielect. Elect. Insulat. , 2 ( 5 ) : 893 – 905 .
   Web of Science ®Google Scholar
• Mazroua , A. A. , Salama , M. M. A. and Bartnikas , R. 1993 . PD pattern recognition with neural networks using the multilayer perceptron technique . IEEE Trans. Elect. Insulat. , 28 : 1082 – 1089 .
   Google Scholar
• Krivda , A. 1995 . Automated recognition of partial discharges . IEEE Trans. Dielect. Elect. Insulat. , 2 : 796 – 821 .
   Google Scholar
• Contin , A. , Cavallini , A. , Montanari , G. C. and Pasini , G. 2002 . Digital detection and fuzzy classification of partial discharge signals . IEEE Trans. Dielect. Elect. Insulat. , 9 : 335 – 348 .
   Web of Science ®Google Scholar
• Tanaka , T. 1995 . Partial discharge pulse distribution pattern analysis . IEE Proc. Sci. Measur. Technol. , 142 ( 1 ) : 46 – 50 .
   Google Scholar
• Patsch , R. and Berton , F. 2002 . Pulse sequence analysis—a diagnostic tool based on the physics behind partial discharges . J. Phys. D: Appl. Phys. , 35 : 25 – 32 .
   Google Scholar
• Judd , M. D. and Farish , O. 1998 . A pulsed GTEM system for UHF sensor calibration . IEEE Trans. Instrumentat. Measur. , 47 ( 4 ) : 875 – 880 .
   Google Scholar
• Khayari , A. and Perez , A. T. 2002 . Charge acquired by a spherical ball bouncing on an electrode: Comparison between theory and experiment . IEEE Trans. Dielect. Elect. Insulat. , 9 ( 4 ) August : 589 – 595 .
   Google Scholar
• Indira , M. S. and Ramu , T. S. 2000 . Motion of conducting particles causing inadvertent outages in GIS . IEEE Trans. Dielect. Insulat. , 7 ( 2 ) : 247 – 253 .
   Google Scholar
• Cookson , A. H. and Farish , O. 1973 . Particle-initiated breakdown between coaxial electrodes in compressed F6 . IEEE Trans. Power Apparatus Syst. , PAS-92 ( 3 ) May : 871 – 876 .
   Google Scholar
• Laghari , J. R. and Qureshi , A. H. 1981 . Surface flashover of spacers in compressed gas insulated systems . IEEE Trans. Elect. Insulat. , 16 ( 5 ) : 373 – 387 .
   Google Scholar
• Schurer , R. and Feser , K. 1998 . PD behavior and surface charging of a particle contaminated spacer in SF6 gas insulated switchgear . Conf. Elect. Insulat. Dielect. Phenom. , 2 : 481 – 484 .
   Google Scholar
• Duval , M. and Dukarm , J. 2005 . Improving the reliability of transformer gas-in-oil diagnosis . IEEE Elect. Insulat. Mag. , 21 ( 4 ) : 21 – 27 .
   Web of Science ®Google Scholar
• Baker , P. C. , Judd , M. D. and McArthur , S. D. J. 2010 . A frequency based RF partial discharge detector for low power wireless sensing . IEEE Trans. Dielect. Elect. Insulat. , 17 ( 1 ) : 133 – 140 .
   Google Scholar
• Vapnik , V. 1998 . Statistical Learning Theory , New York : John Wiley & Sons .
   Google Scholar
• Burges , C. 1998 . “ A tutorial on support vector machines for pattern recognition ” . In Data Mining and Knowledge Discovery, Vol. 2 , Boston : Kluwer Academic Publishers .
   Google Scholar
• Cristianini , N. and Taylor , J. S. 2000 . An Introduction to Support Vector Machines and Other Kernel Based Learning Methods , Cambridge, , UK : Cambridge University Press .
   Google Scholar
• Krzyzak , A. and Linder , T. 1998 . Radial basis function networks and complexity regularization in function learning . IEEE Trans. Neural Networks , 9 ( 2 ) March : 247 – 256 .
   PubMedGoogle Scholar
• Cortes , C. and Vapnik , V. 1995 . Support vector networks . Mach. Learn. , 20 : 273 – 297 .
   Web of Science ®Google Scholar
• Weston , J. and Watkins , C. May 1998 . Multiclass support vector machines May , Technical Report CSD-TR-98-04, Royal Holloway University of London
   Google Scholar
• Hao , L. , Lewin , P. L. and Swingler , S. G. Use of machine learning for partial discharge discrimination . 11th International Electrical Insulation Conference Proceedings . 26–28 May . pp. 115 – 120 . Birmingham, , UK
   Google Scholar
• Chapelle , O. , Vapnik , V. , Bousquet , O. and Mukherjee , S. 2002 . Choosing multiple parameters for support vector machines . Mach. Learn. , 46 ( 1 ) : 131 – 159 .
   Web of Science ®Google Scholar
• Xie , Y. , Tang , J. and Zhou , Q. 2010 . Feature extraction and recognition of UHF partial discharge signals in GIS based on dual tree complex wavelet transform . Eur. Trans. Elect. Power , 20 ( 5 ) July : 639 – 649 .
   Google Scholar
• Poyhonen , S. , Conti , M. , Cavallini , A. , Montanari , G. C. and Filippetti , F. 2004 . Insulation defect localization through partial discharge measurements and numerical classification . IEEE Int. Symp. Industrial Electron. , 1 May : 417 – 422 .
   Google Scholar