IEEE Transactions on Energy Conversion · 1996 · 44 citations · 9 references
ComputingComputer ScienceElectrical EngineeringElectric MachinesFeature EngineeringMachine LearningAnomaly DetectionFault DetectionMachine TestingMachine WindingsNovelty AnalysisNovelty AssessmentFault Diagnosis In RotorsMachine Fault DiagnosisNeural Feature ExtractionNoveltyRotor Condition MonitoringRotor Windings
A method for detecting shorted windings in operational turbine-generators is described. The method is based on the traveling wave method described by El-Sharkawi, et. al. (1971). The method is extended in this paper to operational rotors by the application of a neural network feature extraction and novelty detection. The results of successful laboratory experiments are also reported.
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