2011 · 12 citations · 25 references
EngineeringElectrical EngineeringElectric MachinesMaintenance EngineeringPower ElectronicsDiagnosisElectrical System DiagnosticsFault DetectionFault DiagnosisPower System ReliabilityReliable System DesignControl AlgorithmsElectric Motor Fault DiagnosisFault Diagnosis In DrivesFault Diagnosis In Motor DrivesFault PrognosisMotor Fault DiagnosisMotor ReliabilityOpen Circuit Diagnosis
Fault diagnosis and its extension to failure prognosis aim to develop methods that will decrease the unanticipated outages and thus employ techniques to increase reliability. Among these are redundancies and change of topology, power levels and control algorithms. We show that since diagnosis methods are imperfect, false positive and false negatives as well as delayed fault diagnosis are possible and they will lead to decreased life. On the other hand, failure prognosis, especially in slowly evolving faults will lead to more accurate estimates, in-time remediation, and increased reliability. We give an example of an intermittent open circuit in one of the phases of an AC permanent magnet motor to illustrate the concept.
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Robust Classification for Imprecise Environments
Foster Provost, Tom Fawcett · Machine Learning · 2001 · 1.2K citations · Full text