Optical Performance Monitoring Via Histogram: A Data-Driven Approach


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.


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    •  NEWS    OECC 2009: publication by MERL researchers and others
      Date: July 13, 2009
      Where: Opto Electronics and Communications Conference (OECC)
      Research Area: Data Analytics
      • The paper "Optical Performance Monitoring via Histogram: A Data-Driven Approach" by Wen, Y. and Wilson, K.W. was presented at the Opto Electronics and Communications Conference (OECC).