Title :
Application of phasor measurements for dynamic security assessment using decision trees
Author_Institution :
Dept. of Electr., Comput. & Energy Eng., Arizona State Univ., Tempe, AZ, USA
Abstract :
This panel session paper outlines efforts to develop transient stability and voltage stability applications using phasor measurement units (PMUs). These efforts conducted in collaboration with three different utilities examine the use of decision trees (DTs) to identify critical attributes that need to be measured using PMUs to characterize important phenomena associated with system dynamic performance. A series of off-line analyses are conducted to appropriately train the decision trees and these decision trees are then updated in real time to account for changes in operating conditions and network topology. An important advantage of the DTs is that they provide a threshold for the limiting values of the selected critical attributes and also characterize a nomogram in terms of multiple critical attributes in the operating space. These applications are described for a range of stability phenomena.
Keywords :
decision trees; phasor measurement; power system security; power system transient stability; DT; PMU; decision trees; dynamic security assessment; multiple critical attributes; network topology; nomogram; offline analyses; operating conditions; operating space; phasor measurement units; system dynamic performance; transient stability applications; voltage stability applications; Decision trees; Phasor measurement units; Power system dynamics; Power system stability; Security; Stability criteria; Phasor measurements; decision trees; online dynamic security assessment; preventive control; transient stability;
Conference_Titel :
Power and Energy Society General Meeting, 2012 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-2727-5
Electronic_ISBN :
1944-9925
DOI :
10.1109/PESGM.2012.6344580