Weak fault signature extraction of rotating machinery using flexible analytic wavelet transform. (December 2015)
- Record Type:
- Journal Article
- Title:
- Weak fault signature extraction of rotating machinery using flexible analytic wavelet transform. (December 2015)
- Main Title:
- Weak fault signature extraction of rotating machinery using flexible analytic wavelet transform
- Authors:
- Zhang, ChunLin
Li, Bing
Chen, BinQiang
Cao, HongRui
Zi, YanYang
He, ZhengJia - Abstract:
- Abstract: Extracting and revealing the weak periodic fault vibration impulses is reasonable for damage detection of rotating machinery. However, the widely used dyadic WT suffers fixed frequency partition manner and low oscillating bases which would weaken its performance in weak fault detection. A new method based on flexible analytic wavelet transform (FAWT) is proposed in this article. Employing fractional and arbitrary scaling and translation factors, FAWT possesses attractive properties such as flexible time–frequency (TF) covering manner, better shift-invariance and tunable oscillatory nature of the bases, offering proper wavelet frame and bases shape to match the weak fault components. Moreover, FAWT is effective in revealing the amplitude modulation feature of the periodic fault impulses that occur in some damaged rotating components. The applications to a rolling bearing, a planetary gearbox of, and a flue gas turbine unit show that the proposed method is effective in extracting weak impulsive fault signature. Highlights: Both the periodic impulses and their amplitude modulation features are extracted. Time–frequency covering characteristics of FAWT are compared with that of dyadic WT. An FAWT-based weak impulses extraction method is proposed. The method is validated via both laboratory tests and engineering applications.
- Is Part Of:
- Mechanical systems and signal processing. Volume 64/65(2015)
- Journal:
- Mechanical systems and signal processing
- Issue:
- Volume 64/65(2015)
- Issue Display:
- Volume 64/65, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 64/65
- Issue:
- 2015
- Issue Sort Value:
- 2015-NaN-2015-0000
- Page Start:
- 162
- Page End:
- 187
- Publication Date:
- 2015-12
- Subjects:
- Rotating machinery -- Weak fault detection -- Periodic impulses -- Amplitude modulation -- Flexible analytic wavelet transform (FAWT)
Structural dynamics -- Periodicals
Vibration -- Periodicals
Constructions -- Dynamique -- Périodiques
Vibration -- Périodiques
Structural dynamics
Vibration
Periodicals
621 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08883270 ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0888-3270;screen=info;ECOIP ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ymssp.2015.03.030 ↗
- Languages:
- English
- ISSNs:
- 0888-3270
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5419.760000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 6560.xml