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
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