TR2009-054

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.