Title :
An improved MSD-based method for PD defects classification
Author :
Abate, A. ; Buccheri, P.L. ; Candela, R. ; Romano, P. ; Testa, L.
Author_Institution :
Dipartimento di Ingegneria Elettrica, Elettronica e delle Telecomunicazioni, Universita degli Studi, Palermo
Abstract :
The new proposed method of pattern recognition is based on the application of multi-resolution signal decomposition (MSB) technique of wavelet transform. This technique has showed off interesting properties in capturing the embedded horizontal, vertical and diagonal variations within an image obtained from the PD pattern in a separable form. This feature was exploited to identify in the PD pattern´s MSD, relative at various family of partial discharge sources, some detail images typical of a single discharge phenomenon. The classification of a generic PD phenomenon is feasible through a comparison between its detail images and the detail images typical of a single discharge phenomenon. Tests have been performed on specimens having single defects. The obtained results prove that the proposed improved classification method is quite efficient and accurate
Keywords :
feature extraction; image classification; insulation testing; partial discharges; wavelet transforms; 3D image characteristics; PD defects classification; classification methods; insulating systems; multiresolution signal decomposition technique; partial discharge sources; pattern identification; pattern recognition; single defects; single discharge phenomenon; wavelet transform; Circuit testing; Corona; Dielectrics and electrical insulation; Discrete wavelet transforms; Fault location; Optical surface waves; Partial discharges; Pattern recognition; Shape control; Surface discharges;
Conference_Titel :
Properties and applications of Dielectric Materials, 2006. 8th International Conference on
Conference_Location :
Bali
Print_ISBN :
1-4244-0189-5
Electronic_ISBN :
1-4244-0190-9
DOI :
10.1109/ICPADM.2006.284266