NEW METHOD OF EXTRACTING WEAK FAILURE INFORMATION IN GEARBOX BY COMPLEX WAVELET DENOISING

被引:0
|
作者
CHEN Zhixin XU Jinwu YANG Debin School of Mechanical Engineering
机构
关键词
Dual-tree complex wavelet transform; Signal-denoising; Gear fault diagnosis; Early fault detection;
D O I
暂无
中图分类号
TH132.41 [齿轮及齿轮传动];
学科分类号
080203 ;
摘要
Because the extract of the weak failure information is always the difficulty and focus of fault detection.Aiming for specific statistical properties of complex wavelet coefficients of gearbox vibration signals,a new signal-denoising method which uses local adaptive algorithm based on dual-tree complex wavelet transform(DT-CWT)is introduced to extract weak failure information in gear,especially to extract impulse components.By taking into account the non-Gaussian probability distribution and the statistical dependencies among wavelet coefficients of some signals, and by taking the advantage of near shift-invariance of DT-CWT,the higher signal-to-noise ratio(SNR)than common wavelet denoising methods can be obtained. Experiments of extracting periodic impulses in gearbox vibration signals indicate that the method can extract incipient fault feature and hidden information from heavy noise,and it has an excellent effect on identifying weak feature signals in gearbox vibration signals.
引用
收藏
页码:87 / 91
页数:5
相关论文
共 50 条
  • [31] A new method of vibration signal denoising based on improved wavelet
    Miao, Feng
    Zhao, Rongzhen
    JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2022, 41 (02) : 637 - 645
  • [32] Dual-Tree Complex Wavelet Threshold Denoising Method with Edge Enhancement
    Tang Chao
    Shi Yan
    LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (04)
  • [33] A method for extracting weak impact signal in NPP based on adaptive Morlet wavelet transform and kurtosis
    Cao, Yanlong
    Liu, Mingzhou
    Yang, Jiangxin
    Cao, Yanpeng
    Fu, Weinan
    PROGRESS IN NUCLEAR ENERGY, 2018, 105 : 211 - 220
  • [34] Information content in the angular power spectrum of weak lensing: wavelet method
    Yu, Hao-Ran
    Harnois-Deraps, Joachim
    Zhang, Tong-Jie
    Pen, Ue-Li
    MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY, 2012, 421 (01) : 832 - 840
  • [35] A new method for extracting primitives of regular textures based on wavelet transform
    Lee, KL
    Chen, LH
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2002, 16 (01) : 1 - 25
  • [36] A New Wavelet Coefficients Correlation Denoising Method Applied in Fault Detection
    Xiao, Qian
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 2657 - 2660
  • [37] A New Wavelet Denoising Method for Selecting Decomposition Levels and Noise Thresholds
    Srivastava, Madhur
    Anderson, C. Lindsay
    Freed, Jack H.
    IEEE ACCESS, 2016, 4 : 3862 - 3877
  • [38] New Wavelet Threshold Denoising Method in Noisy Blind Source Separation
    Xuan-Sen He and Tian-Jiao Zhao College of Computer and Communication
    Journal of Electronic Science and Technology, 2010, 8 (04) : 356 - 361
  • [39] A New Method of Bearing Fault Diagnosis Based on LMD and Wavelet Denoising
    Gao-xuejin
    Wen-huanran
    Wang-pu
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 4155 - 4162
  • [40] Complex detection and subtraction via wavelet, a new atrial activity extracting algorithm
    Aguilar, C
    Sanchez, C
    Rieta, JJ
    Moratal-Perez, D
    Vaya, C
    Blas, JM
    Millet, J
    COMPUTERS IN CARDIOLOGY 2005, VOL 32, 2005, 32 : 929 - 932