DocumentCode
1302785
Title
A Decision-Tree-Based Method for Fault Classification in Single-Circuit Transmission Lines
Author
Jamehbozorg, Arash ; Shahrtash, S. Mohammad
Author_Institution
Tennessee Technol. Univ. (TTU), Cookeville, TN, USA
Volume
25
Issue
4
fYear
2010
Firstpage
2190
Lastpage
2196
Abstract
In this paper, a novel method for fault classification in single-circuit transmission lines is presented. The proposed method needs voltages and currents of only one side of the protected line. After detecting the exact time of fault inception, the fault type is recognized by means of a decision-tree algorithm (DT) which is formerly trained by applying the odd harmonics of the measured signals, up to the 19th. Simulation results have shown that the proposed method can classify the faults in less than a quarter of a cycle with highest possible accuracy.
Keywords
decision trees; power transmission faults; power transmission lines; power transmission protection; decision tree algorithm; fault classification; fault inception; single-circuit transmission lines; Circuit faults; Classification algorithms; Decision trees; Harmonic analysis; Power transmission lines; Decision tree; fault classification; single-circuit transmission lines;
fLanguage
English
Journal_Title
Power Delivery, IEEE Transactions on
Publisher
ieee
ISSN
0885-8977
Type
jour
DOI
10.1109/TPWRD.2010.2053222
Filename
5556053
Link To Document