Title :
A decision tree-based method for power system fault diagnosis by synchronized Phasor Measurements
Author :
Dehkordi, P.Z. ; Dobakhshari, A. Salehi ; Ranjbar, A.M.
Author_Institution :
Dept. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
Abstract :
This paper introduces a novel approach for power system fault diagnosis based on synchronized phasor measurements during the fault. The synchronized measurements are obtained in real time from Phasor Measurement Units (PMUs) and compared with offline thresholds determined by decision trees (DTs) to diagnose the fault. The DTs have already been trained offline using detailed power system analysis for different fault cases. While the traditional methods for fault diagnosis use the status of protective relays (PRs) and circuit breakers (CBs) to infer the fault section in the power system, the proposed method uses the available signals following the fault and thus can be trusted even in case of protection system failure. Therefore, fault diagnosis can be achieved successfully especially in blackout situations, where many CBs and and/or PRs malfunction. Simulation results on the IEEE 118-bus test system show that the proposed method is highly accurate in wide area fault diagnosis in spite of incomplete system observability.
Keywords :
IEEE standards; circuit breakers; decision trees; fault diagnosis; phasor measurement; power system faults; power system reliability; relay protection; CB; DT; IEEE US-bus test system; PMU; PR; blackout situation; circuit breaker; decision tree-based method; offline training; power system fault diagnosis analysis; protection system failure; protective relay; synchronized phasor measurement unit; wide area fault diagnosis; Area measurement; Noise measurement; Phasor measurement units; Robustness; Decision Tree (DT); Fault Diagnosis; Phasor Measurment Unit (PMU); Power System; Wide Area Measurement System (WAMS);
Conference_Titel :
Innovative Smart Grid Technologies (ISGT Europe), 2012 3rd IEEE PES International Conference and Exhibition on
Conference_Location :
Berlin
Print_ISBN :
978-1-4673-2595-0
Electronic_ISBN :
2165-4816
DOI :
10.1109/ISGTEurope.2012.6465808