|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Bearing fault detection and diagnosis based on order tracking and Teager-Huang transform
Hui Li/Yuping Zhang/Haiqi Zheng
The Journal of Mechanical Science and Technology, vol. 24, no. 3, pp.811-822, 2010
Abstract : The vibration signal of the run-up or run-down process is more complex than that of the stationary process. A novel approach to fault
diagnosis of roller bearing under run-up condition based on order tracking and Teager-Huang transform (THT) is presented. This method
is based on order tracking, empirical mode decomposition (EMD) and Teager Kaiser energy operator (TKEO) technique. The nonstationary
vibration signals are transformed from the time domain transient signal to angle domain stationary one using order tracking.
EMD can adaptively decompose the vibration signal into a series of zero mean amplitude modulation-frequency modulation (AM-FM)
intrinsic mode functions (IMFs). TKEO can track the instantaneous amplitude and instantaneous frequency of the AM-FM component at
any instant. Experimental examples are conducted to evaluate the effectiveness of the proposed approach. The experimental results provide
strong evidence that the performance of the Teager-Huang transform approach is better to that of the Hilbert-Huang transform approach
for bearing fault detection and diagnosis. The Teager-Huang transform has better resolution than that of Hilbert-Huang transform.
Teager-Huang transform can effectively diagnose the faults of the bearing, thus providing a viable processing tool for gearbox defect
monitoring.
Keyword : Order spectrum; Bearing; Fault diagnosis; Order tracking; Empirical mode decomposition; Hilbert-Huang transform; Teager-Huang transform; Signal processing; Time-frequency analysis |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
JMST Editorial Office: #702 KSTC New Bldg, 22 7-gil, Teheran-ro, Gangnam-gu, Seoul 06130, Korea
TEL: +82-2-501-3605, E-mail: editorial@j-mst.org |
JMST Production Office: #702 KSTC New Bldg, 22 7-gil, Teheran-ro, Gangnam-gu, Seoul 06130, Korea
TEL: +82-2-501-6056, FAX: +82-2-501-3649, E-mail: editorial@j-mst.org |
|
|
|
|