• DocumentCode
    674899
  • Title

    Source separation and distributed sensing: The key for an efficient monitoring

  • Author

    Mars, Jerome I. ; Buchoud, Edouard ; Vrabie, Valeriu D. ; Khan, Adnan Ahmed ; Blairon, Sylvain ; D´Urso, Guy

  • Author_Institution
    Dept. Image & Signal, Grenoble Inst. of Technol., St. Martin d´Hères, France
  • fYear
    2013
  • fDate
    15-18 Dec. 2013
  • Firstpage
    264
  • Lastpage
    267
  • Abstract
    As a complement to classical sensors, Distributed Optical Fiber Sensors now play a prominent role in several engineering fields and act as an antenna array. Depending of the devices used (Raman, Rayleigh, or Brillouin scattering), measurement record depend on temperature, strain, or pressure profile. As the wanted signal is often hidden by noise and other undesired sources, we can express the problem as a source separation problem. In this paper, we show that with the help of recent techniques based on data decomposition and source separation (PCA, ICA NMF techniques) from the virtual antenna, we can accurately identify water leakages from a noisy Raman spectra or a strain profile from Brillouin spectra with a spatial resolution of 1cm instead of 1 meter for classical devices.
  • Keywords
    Brillouin spectra; Raman spectra; fibre optic sensors; independent component analysis; leak detection; matrix decomposition; principal component analysis; source separation; Brillouin spectra; ICA technique; NMF technique; PCA technique; Raman spectra; antenna array; data decomposition; distributed optical fiber sensors; distributed sensing; efficient monitoring; independent component analysis; nonnegative matrix factorization; principal component analysis; source separation; strain profile; virtual antenna; water leakage identification; Optical fiber sensors; Optical fibers; Scattering; Strain; Temperature measurement; Temperature sensors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013 IEEE 5th International Workshop on
  • Conference_Location
    St. Martin
  • Print_ISBN
    978-1-4673-3144-9
  • Type

    conf

  • DOI
    10.1109/CAMSAP.2013.6714058
  • Filename
    6714058