IEEE Transactions on Industrial Electronics · 2008 · 176 citations · 16 references
EngineeringElectrical EngineeringInstrumentationPower ElectronicsTime Series AnalysisCondition MonitoringDiagnosisDiagnosticsFault DetectionFault DiagnosisInduction MachinesCondition Monitoring SystemsInduction MotorsMachine Condition MonitoringMachine Fault DiagnosisMotor Condition MonitoringTorqueVariable-speed MotorsWigner-ville Distribution
This paper deals with the detection of mechanical load faults in induction motors during speed transients. The detection strategy is based on stator current analysis. Mechanical load faults generally lead to load torque oscillations at specific frequencies related to the mechanical rotor speed. The torque oscillations produce a characteristic sinusoidal phase modulation of the stator current. Speed transients result in time-varying supply frequencies that prevent the use of classical, Fourier transform-based spectral estimation. This paper proposes the use of a time-frequency distribution, the Wigner Distribution, for stator current analysis. Fault indicators are extracted from the distribution for on-line condition monitoring. The proposed methods are implemented on a low-cost digital signal processor. Experimental results in a steady-state and during transients with load torque oscillations and load imbalance are presented.
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On the Quantum Correction For Thermodynamic Equilibrium
E. P. Wigner · Physical Review · 1932 · 9.2K citations
Handbook of Mathematical Functions with Formulas
D. B. Owen · Technometrics · 1965 · 4.1K citations
Harmonic Field Effects in Induction Machines
H. Sterling · Electronics and Power · 1977 · 381 citations