Title :
Feature extraction methods for time frequency energy distribution of PD pulse
Author :
Si, Wenrong ; Li, Junhao ; Yuan, Peng ; Li, Yanming
Author_Institution :
Sch. of Electr. Eng., Xi´´an Jiaotong Univ., Xi´´an
Abstract :
Feature extraction methods for time-frequency energy distribution (TFED) using moment, marginal and Renyi information are studied in this paper. They are developed by combination of TFEDpsilas own characteristics with mathematic statistic and information entropy. The Wigner-Ville distribution (WVD) of a simulated PD pulse is chosen as the subject investigated to illustrate those methods, which gives the result of time and frequency moments, time and frequency marginals and Renyi information for the TFED. The results show that those methods can exactly and easily make feature extraction for the TFED of PD pulse, which can be used to PD pattern recognition and in-depth study of PD mechanism in the electrical insulation system.
Keywords :
feature extraction; partial discharges; time-frequency analysis; PD pattern recognition; PD pulse; Renyi information; Wigner-Ville distribution; electrical insulation system; feature extraction methods; information entropy; mathematic statistics; time frequency energy distribution; Attenuation; Dielectrics and electrical insulation; Electric breakdown; Feature extraction; Partial discharges; Pattern recognition; Pulse shaping methods; Shape; Signal processing; Time frequency analysis; PD pulse; Renyi information; feature extraction; moment and marginal; time-frequency energy distribution;
Conference_Titel :
Condition Monitoring and Diagnosis, 2008. CMD 2008. International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-1621-9
Electronic_ISBN :
978-1-4244-1622-6
DOI :
10.1109/CMD.2008.4580235