Extraction of gearbox fault features from vibration signal using wavelet transform

被引:2
|
作者
Ren, X. P. [1 ]
Shao, W. [1 ]
Yang, W. Z. [1 ]
Su, F. Q. [1 ]
机构
[1] Inner Mongolia Univ Sci & Technol, Sch Mech Engn, Baotou 014010, Peoples R China
关键词
D O I
10.1088/1742-6596/48/1/093
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Vibration signals from a gearbox are usually noisy. As a result, it is difficult to find early symptoms of a potential failure in a gearbox. Wavelet Transform is a powerful tool to signals de-noising and disclose transient information drown in nonstationary vibration signals. Combined with practice example, this paper shows the effectivity of the WT in two facets about signals de-noising and fault extraction.
引用
收藏
页码:490 / 494
页数:5
相关论文
共 50 条
  • [21] Gearbox Fault Diagnosis Research based on Wavelet Transform
    Yu, G. B.
    Zhao, Y.
    Nie, J. F.
    Dai, B.
    Song, X. W.
    MECHANICAL ENGINEERING, MATERIALS SCIENCE AND CIVIL ENGINEERING, 2013, 274 : 233 - +
  • [22] Echo extraction from an ultrasonic signal using continuous wavelet transform
    Roy, O
    Sallard, J
    Moubarik, SE
    REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION, VOLS 15A AND 15B, 1996, 15 : 749 - 755
  • [23] Investigating the Effect of Vibration Signal Length on Bearing Fault Classification Using Wavelet Scattering Transform
    Janjarasjitt, Suparerk
    SENSORS, 2025, 25 (03)
  • [24] An Improved Signal Pre-Processing Method for Gearbox Fault Features Extraction
    Mukherjee, Subrata
    Kumar, Vikash
    Sarangi, Somnath
    Bera, Tarun Kumar
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA SCIENCE, 2020, 167 : 1604 - 1614
  • [25] The wavelet transform in the acoustic emission signal feature extraction of the rubbing fault
    Jin Zhihao
    Wang Dan
    Jin Wen
    Wen Bangchun
    FIRST INTERNATIONAL WORKSHOP ON DATABASE TECHNOLOGY AND APPLICATIONS, PROCEEDINGS, 2009, : 283 - +
  • [26] Gearbox Fault Detection Using Continuous Wavelet Transform and Vision Transformer (ViT)
    Asadian, Ali
    Riyazi, Yassin
    Ayati, Moo Sa
    2024 32ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, ICEE 2024, 2024, : 688 - 692
  • [27] Vibration signal analysis using symbolic dynamics for gearbox fault diagnosis
    Medina, Ruben
    Macancela, Jean-Carlo
    Lucero, Pablo
    Cabrera, Diego
    Cerrada, Mariela
    Sanchez, Rene-Vinicio
    Vasquez, Rafael E.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 104 (5-8): : 2195 - 2214
  • [28] Improved empirical wavelet transform method based on spectrum trend for gearbox fault signal processing
    Zhang, Zheng
    Wang, Changming
    Li, Feng
    Bao, Yumei
    Wu, Huaping
    Jiang, Shaofei
    Chai, Guozhong
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2019, 233 (13) : 3449 - 3459
  • [29] Vibration signal analysis using symbolic dynamics for gearbox fault diagnosis
    Ruben Medina
    Jean-Carlo Macancela
    Pablo Lucero
    Diego Cabrera
    Mariela Cerrada
    René-Vinicio Sánchez
    Rafael E. Vásquez
    The International Journal of Advanced Manufacturing Technology, 2019, 104 : 2195 - 2214
  • [30] Fingerprint Extraction of Audio Signal using Wavelet Transform
    Kamaladas, M. Davidson
    Dialin, M. Maxina
    INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, IMAGE PROCESSING AND PATTERN RECOGNITION (ICSIPR 2013), 2013, : 308 - 312