Towards automated statistical partial discharge source classification using pattern recognition techniques

作者: Hamed Janani , Behzad Kordi

DOI: 10.1049/HVE.2018.5048

关键词: Fuzzy logicPartial dischargeClassifier (UML)Artificial intelligenceComputer scienceStatistical analysisProbabilistic logicFeature extractionPattern recognition

摘要: This study presents a comprehensive review of the automated classification in partial discharge (PD) source identification and probabilistic interpretation of the classification …

参考文章(37)
Donald F. Specht, Probabilistic neural networks Neural Networks. ,vol. 3, pp. 109- 118 ,(1990) , 10.1016/0893-6080(90)90049-Q
Chun-Fu Lin, Sheng-De Wang, Fuzzy support vector machines IEEE Transactions on Neural Networks. ,vol. 13, pp. 464- 471 ,(2002) , 10.1109/72.991432
Joshua B Tenenbaum, Vin de Silva, John C Langford, A Global Geometric Framework for Nonlinear Dimensionality Reduction Science. ,vol. 290, pp. 2319- 2323 ,(2000) , 10.1126/SCIENCE.290.5500.2319
R. A. FISHER, THE USE OF MULTIPLE MEASUREMENTS IN TAXONOMIC PROBLEMS Annals of Human Genetics. ,vol. 7, pp. 179- 188 ,(1936) , 10.1111/J.1469-1809.1936.TB02137.X
Xiaosheng Peng, Chengke Zhou, D. M. Hepburn, M. D. Judd, W. H. Siew, Application of K-Means method to pattern recognition in on-line cable partial discharge monitoring IEEE Transactions on Dielectrics and Electrical Insulation. ,vol. 20, pp. 754- 761 ,(2013) , 10.1109/TDEI.2013.6518945
James M. Keller, Michael R. Gray, James A. Givens, A fuzzy K-nearest neighbor algorithm systems man and cybernetics. ,vol. 15, pp. 580- 585 ,(1985) , 10.1109/TSMC.1985.6313426
Hui Ma, Jeffery C. Chan, Tapan K. Saha, Chandima Ekanayake, Pattern recognition techniques and their applications for automatic classification of artificial partial discharge sources IEEE Transactions on Dielectrics and Electrical Insulation. ,vol. 20, pp. 468- 478 ,(2013) , 10.1109/TDEI.2013.6508749
G. Baudat, F. Anouar, Generalized Discriminant Analysis Using a Kernel Approach Neural Computation. ,vol. 12, pp. 2385- 2404 ,(2000) , 10.1162/089976600300014980
Sam T Roweis, Lawrence K Saul, Nonlinear Dimensionality Reduction by Locally Linear Embedding Science. ,vol. 290, pp. 2323- 2326 ,(2000) , 10.1126/SCIENCE.290.5500.2323
R. Sharkawy, R. Mangoubi, T.k. Abdel-Galil, M. Salama, R. Bartnikas, SVM classification of contaminating particles in liquid dielectrics using higher order statistics of electrical and acoustic PD measurements IEEE Transactions on Dielectrics and Electrical Insulation. ,vol. 14, pp. 669- 678 ,(2007) , 10.1109/TDEI.2007.369530