Extreme value analysis of leakage current envelope of polluted insulators

George G. Karady, Felix Amarh

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

Abstract

Extreme value theory (EVT) deals with extremal behavior at the tails of distributions of random variables (maxima and minima). In this paper the results of applying some basic ideas associated EVT to the statistical analysis of the leakage current peak magnitude (envelope) is presented. The measurement and analysis of leakage current for condition-based monitoring of polluted insulators is well documented. Research has established that, insulator surface arcing causes significant variations in both the magnitude and shape of the leakage current of polluted insulators and several techniques exist for analysis. A technique is presented here which employs EVT to discriminate and characterize the largest and rarest peaks (which occur with highest severity); namely the characteristic largest value and the extreme value risk function.

Original languageEnglish (US)
Title of host publicationProceedings of the IEEE Power Engineering Society Transmission and Distribution Conference
Pages2531-2535
Number of pages5
Volume4
StatePublished - 2000
EventProceedings of the 2000 Power Engineering Society Summer Meeting - Seattle, WA, United States
Duration: Jul 16 2000Jul 20 2000

Other

OtherProceedings of the 2000 Power Engineering Society Summer Meeting
CountryUnited States
CitySeattle, WA
Period7/16/007/20/00

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Keywords

  • Envelope
  • Exceedance
  • Gumbel distribution
  • Insulators
  • Leakage current
  • Pollution

ASJC Scopus subject areas

  • Engineering(all)
  • Energy(all)

Cite this

Karady, G. G., & Amarh, F. (2000). Extreme value analysis of leakage current envelope of polluted insulators. In Proceedings of the IEEE Power Engineering Society Transmission and Distribution Conference (Vol. 4, pp. 2531-2535)