Title :
On-Line Monitoring of Mechanical Faults in Variable-Speed Induction Motor Drives Using the Wigner Distribution
Author :
Blödt, Martin ; Bonacci, David ; Regnier, Jérémi ; Chabert, Marie ; Faucher, Jean
Author_Institution :
Inst. Nat. Polytech. de Toulouse, Toulouse
Abstract :
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.
Keywords :
Wigner distribution; condition monitoring; fault location; induction motor drives; rotors; stators; torque; variable speed drives; Fourier transforms; Wigner distribution; load torque oscillations; mechanical load faults; online condition monitoring; sinusoidal phase modulation; spectral estimation; stator current analysis; time-frequency distribution; variable-speed induction motor drives; Fault detection; Frequency estimation; Induction motor drives; Induction motors; Monitoring; Phase modulation; Rotors; Stators; Time frequency analysis; Torque; Digital signal processors (DSPs); Wigner Distribution (WD); fault detection; induction motor; load unbalance; mechanical fault; motor current signature analysis; torque oscillation;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2007.911941