Outer Race Bearing Fault Identification of Induction Motor Based on Stator Current Signature by Wavelet Transform

被引:0
|
作者
Yeolekar, Saket [1 ]
Mulay, G. N. [2 ]
Helonde, Jagdish B. [3 ]
机构
[1] Raisony Coll Engn, Nagpur, Maharashtra, India
[2] Dept E&T CMIT, Pune, Maharashtra, India
[3] RTM Nagpur Univ, Nagpur, Maharashtra, India
关键词
Induction motor; stator current signature; Wavelet; ANN; DIAGNOSIS; IMPLEMENTATION; MACHINES;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents the results of laboratory work carried out for identifying the outer race bearing fault occurred in an induction motor. The knowledge about fault behavior of an induction motor is extremely important for overall operational life of the machine. The paper refers to spectral analysis of the motor stator current, which includes routine stator current, noise and specific fault current signature. Using separate healthy and faulty bearing on the machine, testing is carried out for obtaining set of healthy and faulty currents for different load conditions. The specific fault signature can be separated using feature extraction in time domain Wavelet and after getting spectral information using classification technique ANN fault is identified.
引用
收藏
页码:2011 / 2015
页数:5
相关论文
共 50 条
  • [41] Generalized Roughness Bearing Faults Diagnosis Based on Induction Motor Stator Current
    Andrijauskas, Ignas
    Vaitkunas, Mindaugas
    Adaskevicius, Rimas
    RADIOENGINEERING, 2018, 27 (04) : 1166 - 1173
  • [42] Simulation of Stator Current Signal Fault Characteristics of Induction Motor based on ANSYS
    Rahman, Atiqur
    Badhon, Azruph Islam
    2023 25TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, ICACT, 2023, : 441 - 447
  • [43] Application of Discrete Wavelet Transform for Identification of Induction Motor Stator Inter-Turn Short Circuit
    Zhang, Y.
    Ji, T. Y.
    Li, M. S.
    Wu, Q. H.
    2015 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2015,
  • [44] Misalignment fault detection in induction motor using rotor shaft vibration and stator current signature analysis
    Verma, Alok Kumar
    Sarangi, Somnath
    Kolekar, Maheshkumar H.
    International Journal of Mechatronics and Manufacturing Systems, 2013, 6 (5-6) : 422 - 436
  • [45] Detection of Stator Winding Fault in Induction Motors Using a Motor Square Current Signature Analysis (MSCSA)
    Fernao Pires, V.
    Foito, Daniel
    Martins, J. F.
    Pires, A. J.
    2015 IEEE 5TH INTERNATIONAL CONFERENCE ON POWER ENGINEERING, ENERGY AND ELECTRICAL DRIVES (POWERENG), 2015, : 507 - 512
  • [46] Current similarity based open-circuit fault diagnosis for induction motor drives with discrete wavelet transform
    Wu, Feng
    Hao, Yang
    Zhao, Jin
    Liu, Yang
    MICROELECTRONICS RELIABILITY, 2017, 75 : 309 - 316
  • [47] Internal fault current identification based on wavelet transform in power transformers
    Monsef, H.
    Lotfifard, S.
    ELECTRIC POWER SYSTEMS RESEARCH, 2007, 77 (12) : 1637 - 1645
  • [48] Online mechanical fault diagnosis of induction motor by wavelet artificial neural network using stator current
    Ye, ZM
    Wu, B
    Zargari, N
    IECON 2000: 26TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-4: 21ST CENTURY TECHNOLOGIES AND INDUSTRIAL OPPORTUNITIES, 2000, : 1183 - 1188
  • [49] Wavelet Transform Based Fault Identification and Reconfiguration for a Reduced Switch Multilevel Inverter Fed Induction Motor Drive
    Veerendra, Arigela Satya
    Shah, Akeel A.
    Mohamed, Mohd Rusllim
    Sekhar, Chavali Punya
    Leung, Puiki
    ELECTRONICS, 2021, 10 (09)
  • [50] Bispectrum of stator phase current for fault detection of induction motor
    Treetrong, Juggrapong
    Sinha, Jyoti K.
    Gu, Fengshu
    Ball, Andrew
    ISA TRANSACTIONS, 2009, 48 (03) : 378 - 382