Title :
Feature analysis and classification methodology for overhead distribution fault events
Author :
Núñez, V. Barrera ; Kulkarni, Saurabh ; Santoso, Surya ; Joaquim, M.F.
Author_Institution :
IIiA Res. Inst., Univ. of Girona, Girona, Spain
Abstract :
This paper presents the analysis of unique features and classification method for identifying the root cause of overhead distribution fault events. In particular, the paper focuses on faults caused by animal contacts, tree contacts and lightning-induced disturbances. The proposed methodology is implemented and tested using 148 real-world fault events. The methodology has a classification rate of 90%, which demonstrates a good performance in identifying the cause of the events.
Keywords :
power distribution faults; power overhead lines; power supply quality; power system measurement; animal contacts; classification methodology; feature analysis; lightning-induced disturbances; overhead distribution fault events; overhead distribution lines; power distribution faults; power quality; power system monitoring; tree contacts; Diagnosis (fault); distribution of electric power; overhead distribution lines; power distribution faults; power quality; power system monitoring;
Conference_Titel :
Power and Energy Society General Meeting, 2010 IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-6549-1
Electronic_ISBN :
1944-9925
DOI :
10.1109/PES.2010.5589270