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
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;
Journal_Title :
Industrial Informatics, IEEE Transactions on
DOI :
10.1109/TII.2012.2221131