• DocumentCode
    3662402
  • Title

    Fault classification of broken rotor bars in induction motors based on envelope current analysis

  • Author

    Mohammed Obaid Mustafa;George Nikolakopoulos;George Georgoulas

  • Author_Institution
    Department of Computer Science, Electrical and Space Engineering, Luleå
  • fYear
    2015
  • fDate
    7/1/2015 12:00:00 AM
  • Firstpage
    795
  • Lastpage
    800
  • Abstract
    In this article a method for the detection of one, two, and three broken bars in induction motors under full load condition is presented. The proposed methodo is based on current envelope analysis. The information obtained from the envelope current is valuable in manifesting and validating the presence of a broken bar fault, since it contains important information about the existence of a fault as well as its severity. The proposed method mainly focuses on the case of steady-state operation under full load. In the established fault diagnosis scheme six features are extracted from the envelope of the current and after the application of a Principal Component Analysis stage are fed to a classifier to perform the diagnosis. Three different classifiers, a linear, a quadratic and a nearest neighbour are investigated for the final stage of the diagnosis. The presented approach manifested promising results using experimental data.
  • Keywords
    "Bars","Rotors","Feature extraction","Stators","Induction motors","Training","Estimation"
  • Publisher
    ieee
  • Conference_Titel
    Industrial Informatics (INDIN), 2015 IEEE 13th International Conference on
  • ISSN
    1935-4576
  • Electronic_ISBN
    2378-363X
  • Type

    conf

  • DOI
    10.1109/INDIN.2015.7281838
  • Filename
    7281838