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
  • [31] Early; Diagnosis of Stator Inter-turn Fault in Inverter Driven Induction Motor by Wavelet Transform
    Siddiqui, Khadim Moin
    Sahay, Kuldeep
    Giri, V. K.
    PROCEEDINGS OF THE FIRST IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, INTELLIGENT CONTROL AND ENERGY SYSTEMS (ICPEICES 2016), 2016,
  • [32] An Intelligent System for Bearing Fault Diagnosis of Induction Motor using Wavelet Transform Based Deep Learning Framework
    Ray, Radha Kumari
    Ganguly, Biswarup
    2022 IEEE 6TH INTERNATIONAL CONFERENCE ON CONDITION ASSESSMENT TECHNIQUES IN ELECTRICAL SYSTEMS, CATCON, 2022, : 120 - 124
  • [33] Research on the Speed Signature of Induction Motor Bearing Fault
    Cheng, Guozhu
    Qiu, Chidong
    Wu, Xinbo
    Ma, Jinghe
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES FOR RAIL TRANSPORTATION: ELECTRICAL TRACTION, 2016, 377 : 19 - 26
  • [34] Stator current-based locomotive traction motor bearing fault detection
    Yang, Jiang-Tian
    Zhao, Wen-Yu
    Lee, Jay
    Advanced Materials Research, 2013, 819 : 186 - 191
  • [35] Stator resistance identification of induction motor in DTC system based on wavelet network
    Liu, Lin
    Shen, Songhua
    Liu, Shengping
    Liu, Qiang
    Liao, Wei
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 6411 - +
  • [36] Bearing fault detection in induction machine based on stator current spectrum monitoring
    Kanemaru M.
    Tsukima M.
    Miyauchi T.
    Hayashi K.
    IEEJ Transactions on Industry Applications, 2017, 137 (10) : 799 - 805
  • [37] Bearing Fault Detection for Doubly fed Induction Generator Based on Stator Current
    Tang, Hong
    Dai, Hong-Liang
    Du, Yi
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (05) : 5267 - 5276
  • [38] Bearing Fault Detection in Induction Machine Based on Stator Current Spectrum Monitoring
    Kanemaru, Makoto
    Tsukima, Mitsuru
    Miyauchi, Toshihiko
    Hayashi, Kazufumi
    IEEJ JOURNAL OF INDUSTRY APPLICATIONS, 2018, 7 (03) : 282 - 288
  • [39] Bearing fault detection in a 3 phase induction motor using stator current frequency spectral subtraction with various wavelet decomposition techniques
    Kompella, K. C. Deekshit
    Mannam, Venu Gopala Rao
    Rayapudi, Srinivasa Rao
    AIN SHAMS ENGINEERING JOURNAL, 2018, 9 (04) : 2427 - 2439
  • [40] Experimental Investigation of Stator Current Signature in Defective Induction Motor
    Oumaamar, M. E. K.
    Razik, H.
    Khezzar, A.
    IECON: 2009 35TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS, VOLS 1-6, 2009, : 3267 - +