• DocumentCode
    49089
  • Title

    Reconfigurable Monitoring System for Time-Frequency Analysis on Industrial Equipment Through STFT and DWT

  • Author

    Cabal-Yepez, Eduardo ; Garcia-Ramirez, A.G. ; Romero-Troncoso, R.J. ; Garcia-Perez, A. ; Osornio-Rios, R.A.

  • Author_Institution
    Div. de Ingenierias, Univ. de Guanajuato, Salamanca, Mexico
  • Volume
    9
  • Issue
    2
  • fYear
    2013
  • fDate
    May-13
  • Firstpage
    760
  • Lastpage
    771
  • Abstract
    Nowadays industry pays much attention to prevent failures that may interrupt production with severe consequences in cost, product quality, and safety. The most-analyzed parameters for monitoring dynamic characteristics and ensuring correct functioning of systems are electric current, voltage, and vibrations. System-on-chip (SoC) design is an approach to increase performance and overcome costs during equipment monitoring. This work presents the design and implementation of a low-cost SoC design that utilizes reconfigurable hardware and a customized embedded processor for time-frequency analysis on industrial equipment through short-time Fourier transform and discrete wavelet transform. Three study cases (electric current supply to an induction motor during startup transient, voltage supply to an induction motor through a variable speed drive, and vibration signals from industrial-robot links) show the suitability of the proposed monitoring system for time-frequency analysis of different signals in distinct industrial applications, and early diagnosis and prognosis of abnormalities in monitored systems.
  • Keywords
    Fourier transforms; condition monitoring; discrete wavelet transforms; integrated circuit design; product quality; production equipment; system-on-chip; time-frequency analysis; DWT; STFT; SoC design; customized embedded processor; discrete wavelet transform; equipment monitoring; industrial equipment; product quality; reconfigurable hardware; reconfigurable monitoring system; safety; short-time Fourier transform; system-on-chip design; time-frequency analysis; vibrations; Discrete wavelet transforms; Hardware; Induction motors; Monitoring; System-on-a-chip; Time frequency analysis; Vibrations; Discrete wavelet transform (DWT); field programmable gate arrays (FPGAs); short-time Fourier transform (STFT); system monitoring; system-on-chip (SoC); time-frequency analysis;
  • fLanguage
    English
  • Journal_Title
    Industrial Informatics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1551-3203
  • Type

    jour

  • DOI
    10.1109/TII.2012.2221131
  • Filename
    6317175