• DocumentCode
    3138205
  • Title

    Optical performance monitoring via histogram: A data-driven approach

  • Author

    Wen, Yonggang ; Wilson, Kevin W.

  • Author_Institution
    Cisco Syst., San Jose, CA, USA
  • fYear
    2009
  • fDate
    13-17 July 2009
  • Firstpage
    1
  • Lastpage
    2
  • Abstract
    We apply three alternative statistical learning methods to estimate optical transmission impairments (e.g., noises, chromatic dispersion) from synchronous histograms. Linear regression yields good accuracy. A more sophisticated locally weighted regression technique performs better.
  • Keywords
    optical fibre communication; optical fibre dispersion; optical fibre losses; regression analysis; linear regression; locally weighted regression; optical performance monitoring; optical transmission impairments; synchronous histograms; Chromatic dispersion; Histograms; Monitoring; Optical attenuators; Optical filters; Optical modulation; Optical noise; Optical receivers; Optical transmitters; Stimulated emission;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    OptoElectronics and Communications Conference, 2009. OECC 2009. 14th
  • Conference_Location
    Hong Kong
  • Print_ISBN
    978-1-4244-4102-0
  • Electronic_ISBN
    978-1-4244-4103-7
  • Type

    conf

  • DOI
    10.1109/OECC.2009.5222713
  • Filename
    5222713