The envelope order spectrum based on generalized demodulation time-frequency analysis and its application to gear fault diagnosis

被引:74
作者
Cheng, Junsheng [1 ,2 ]
Yang, Yu [1 ,2 ]
Yu, Dejie [1 ,2 ]
机构
[1] Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Hunan, Peoples R China
[2] Hunan Univ, Fac Mech & Vehicle Engn, Changsha 410082, Hunan, Peoples R China
基金
中国博士后科学基金; 美国国家科学基金会;
关键词
Generalized demodulation; Time-frequency analysis; Re-sample; Envelope order spectrum; Gear; Fault diagnosis; HILBERT-HUANG TRANSFORM; ROTATING MACHINERY; MESHING VIBRATION; WATER-WAVES; DECOMPOSITION; PROJECTIONS; SIGNALS;
D O I
10.1016/j.ymssp.2009.07.003
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The generalized demodulation time-frequency analysis is a novel signal processing method, which is particularly suitable for the processing of multi-component amplitude-modulated and frequency-modulated (AM-FM) signals as it can decompose a multi-component signal into a set of single-component signals whose instantaneous frequencies own physical meaning. While fault occurs in gear, the vibration signals measured from gearbox would exactly display AM-FM characteristics. Therefore, targeting the modulation feature of gear vibration signal in run-ups and run-downs, a fault diagnosis method in which generalized demodulation time-frequency analysis and envelope order spectrum technique are combined is put forward and applied to the transient analysis of gear vibration signal. Firstly the multi-component vibration signal of gear is decomposed into some mono-component signals using the generalized demodulation time-frequency analysis approach; secondly the envelope analysis is performed to each single-component signal; thirdly each envelope signal is re-sampled in angle domain; finally the spectrum analysis is applied to each re-sampled signal and the corresponding envelope order spectrum can be obtained. Furthermore, the gear working condition can be identified according to the envelope order spectrum. The analysis results from the simulation and experimental signals show that the proposed algorithm was effective in gear fault diagnosis. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:508 / 521
页数:14
相关论文
共 17 条
[1]   Fault diagnosis of rotating machinery using an intelligent order tracking system [J].
Bai, MS ;
Huang, JM ;
Hong, MH ;
Su, FC .
JOURNAL OF SOUND AND VIBRATION, 2005, 280 (3-5) :699-718
[2]   Application of support vector regression machines to the processing of end effects of Hilbert-Huang transform [J].
Cheng, Junsheng ;
Yu, Dejie ;
Yang, Yu .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2007, 21 (03) :1197-1211
[3]   Application of the improved generalized demodulation time-frequency analysis method to multi-component signal decomposition [J].
Cheng, Junsheng ;
Yang, Yu ;
Yu, Dejie .
SIGNAL PROCESSING, 2009, 89 (06) :1205-1215
[4]   Effectiveness and sensitivity of vibration processing techniques for local fault detection in gears [J].
Dalpiaz, G ;
Rivola, A ;
Rubini, R .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2000, 14 (03) :387-412
[5]   Performance and limitations of the Hilbert-Huang transformation (HHT) with an application to irregular water waves [J].
Dätig, M ;
Schlurmann, T .
OCEAN ENGINEERING, 2004, 31 (14-15) :1783-1834
[6]   A new view of nonlinear water waves: The Hilbert spectrum [J].
Huang, NE ;
Shen, Z ;
Long, SR .
ANNUAL REVIEW OF FLUID MECHANICS, 1999, 31 :417-457
[7]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995
[8]   Higher-order time-frequency analysis and its application to fault detection in rotating machinery [J].
Lee, SK ;
White, PR .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1997, 11 (04) :637-650
[9]   High frequency electrical measurements of adhesive bonded structures - An investigation of model parallel plate waveguide structure [J].
Li, ZC ;
Joshi, S ;
Hayward, D ;
Gilmore, R ;
Pethrick, RA .
NDT & E INTERNATIONAL, 1997, 30 (03) :151-161
[10]   DETECTING FATIGUE CRACKS IN GEARS BY AMPLITUDE AND PHASE DEMODULATION OF THE MESHING VIBRATION [J].
MCFADDEN, PD .
JOURNAL OF VIBRATION ACOUSTICS STRESS AND RELIABILITY IN DESIGN-TRANSACTIONS OF THE ASME, 1986, 108 (02) :165-170