A Method for Identifying and Locating Cable Faults Based on SVM and Impedance Spectroscopy

Impedance spectroscopy is widely used as a cable fault location technique with high sensitivity, however, due to interference among multiple fault points, signal attenuation, and complex operating environment, there are some misjudged location points in the obtained location curves. In this paper, t...

Full description

Saved in:
Bibliographic Details
Published in2022 IEEE International Conference on High Voltage Engineering and Applications (ICHVE) pp. 1 - 4
Main Authors Qu, Lan-Qing, Mu, Hai-Bao, Zou, Xing-Yu, Zhang, Hao-Tian, Zhao, Xue-Feng, Pu, Lu
Format Conference Proceeding
LanguageEnglish
Published IEEE 25.09.2022
Subjects
Interference
Location awareness
Power cables
Sensitivity
Spectroscopy
Support vector machines
Training
Online AccessGet full text

Cover

More Information
Summary:Impedance spectroscopy is widely used as a cable fault location technique with high sensitivity, however, due to interference among multiple fault points, signal attenuation, and complex operating environment, there are some misjudged location points in the obtained location curves. In this paper, the localization of cable defects is achieved by impedance spectroscopy and Fourier transform, and the location of fault points is further obtained by training and testing a series of localization curves obtained by SVM and verified by field data. The results show that SVM can classify the points on the localization curves and realize the intelligent identification of fault points, which reduces the impact of misjudged peaks in the impedance spectrum, obtains better localization results, effectively improves the accuracy of cable fault location.
ISSN:2474-3852
DOI:10.1109/ICHVE53725.2022.9961791