A Teager-Kaiser Energy Operator and Wavelet Packet Transform for Bearing Fault Detection

被引:4
|
作者
Azergui, Mohamed [1 ]
Abenaou, Abdenbi [1 ]
Bouzahir, Hassane [1 ]
机构
[1] Ibn Zohr Univ, Natl Sch Appl Sci, Lab Syst Engn & Informat Technol LISTI, Agadir, Morocco
来源
SMART SCIENCE | 2018年 / 6卷 / 03期
关键词
Wavelet packet transform (WPT); bearing fault; Teager<bold>-</bold>Kaiser energy operator (TKEO); demodulation; vibration signal;
D O I
10.1080/23080477.2018.1460892
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The excellent features of bearing vibration signal are gainful to make accurate diagnosis results on the type of bearing damage. In this paper, a signal analysis technique based on wavelet packet transform (WPT) and Teager-Kaiser energy operator (TKEO) are presented. The objective of the proposed method is to demonstrate the effectiveness of the statistical parameters as the principal criterion for selecting the optimal frequency band in order to extract fault characteristics from vibration signal. Then, the TKEO is employed to track the modulation energy. The simulation and experimental results indicate that the proposed method enhances performances for detecting the bearing faults.
引用
收藏
页码:227 / 233
页数:7
相关论文
共 50 条
  • [1] Detection of Epilepsy Based on Discrete Wavelet Transform and Teager-Kaiser Energy Operator
    Badani, Sahil
    Saha, Sourajit
    Kumar, Ankit
    Chatterjee, Soumya
    Bose, Rohit
    [J]. 2017 IEEE CALCUTTA CONFERENCE (CALCON), 2017, : 164 - 167
  • [2] Application of the Teager-Kaiser energy operator in bearing fault diagnosis
    Henriquez Rodriguez, Patricia
    Alonso, Jesus B.
    Ferrer, Miguel A.
    Travieso, Carlos M.
    [J]. ISA TRANSACTIONS, 2013, 52 (02) : 278 - 284
  • [3] Combining Continuous Wavelet Transform and Teager-Kaiser Energy Operator for ECG Arrhythmia Detection
    Nady, S.
    Moness, M.
    Massoud, M.
    Gharieb, R. R.
    [J]. 2016 8TH CAIRO INTERNATIONAL BIOMEDICAL ENGINEERING CONFERENCE (CIBEC), 2016, : 76 - 79
  • [4] Bearing fault diagnosis based on optimal Morlet wavelet filter and Teager-Kaiser energy operator
    Hocine Bendjama
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2022, 44
  • [5] Bearing fault diagnosis based on optimal Morlet wavelet filter and Teager-Kaiser energy operator
    Bendjama, Hocine
    [J]. JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2022, 44 (09)
  • [6] Fault detection for PV systems using Teager-Kaiser energy operator
    Khoshnami, A.
    Sadeghkhani, I.
    [J]. ELECTRONICS LETTERS, 2018, 54 (23) : 1342 - 1343
  • [7] Fault Detection during Power Swing using Teager-Kaiser Energy Operator
    Kumar, Jitendra
    Jena, Premalata
    [J]. 2016 IEEE 6TH INTERNATIONAL CONFERENCE ON POWER SYSTEMS (ICPS), 2016,
  • [8] Application of the Teager-Kaiser energy operator in diagnostics of a hydrodynamic bearing
    Blaut, Jedrzej
    Brenkacz, Lukasz
    [J]. EKSPLOATACJA I NIEZAWODNOSC-MAINTENANCE AND RELIABILITY, 2020, 22 (04): : 757 - 765
  • [9] Solution to Fault Detection During Power Swing Using Teager-Kaiser Energy Operator
    Kumar, Jitendra
    Jena, Premalata
    [J]. ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2017, 42 (12) : 5003 - 5013
  • [10] Broken Rotor Bar and Rotor Eccentricity Fault Detection in Induction Motors Using a Combination of Discrete Wavelet Transform and Teager-Kaiser Energy Operator
    Agah, Gholam Reza
    Rahideh, A.
    Khodadadzadeh, Hosein
    Khoshnazar, Seyed Moslehoddin
    Kia, Shahin Hedayati
    [J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2022, 37 (03) : 2199 - 2206