IEEE Transactions on Power Systems · 2012 · 36 citations · 16 references
EngineeringElectrical EngineeringSystems EngineeringCircuit TheoryEnergy SystemsSystem DynamicsDynamic Systems AnalysisFault DetectionPower Grid AnalysisPower SystemsSystem IdentificationTransient AnalysisDecision-tree AnalysisDynamic Power ModelingDynamic System IdentificationElectric Power System ModelingEllipsoidsPower System Fault AnalysisPower System ModelingPower System Modelling
The characteristic ellipsoid (CELL) method to monitor dynamic behaviors of a power system is proposed. Multi-dimensional minimum-volume-enclosing characteristic ellipsoids are built using synchronized phasor measurements. System dynamic behaviors are identified by tracking the change rate of the CELL's characteristic indices. Decision tree techniques are used to link the CELL's characteristic indices and the system's dynamic behaviors and to determine types, locations and related information about the dynamic behaviors. The knowledge base of representative transient events is created by offline simulations based on the full Western Electric Coordinating Council (WECC) model. Two case studies demonstrate that the CELL method combined with the decision trees can detect transient events and their features with good accuracy.
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Mark Hall, Eibe Frank, Geoffrey Holmes et al. · ACM SIGKDD Explorations Newsletter · 2009 · 17.8K citations