| 摘要 |
A method monitors a performance of an all-optical network by acquiring data from the network in a form of histograms. A dimensionality of the histograms is reduced by fitting Gaussian mixture models to the histograms to produce corresponding 4-dimensional quadruples (μ0,μ1,&sgr;0,&sgr;1), wherein μi is a mean, and &sgr;i, is a standard deviation of each Gaussian mixture model for zero and one bits as indicated in the subscripts i. Regression analysis is applied to features extracted the 4-dimensional quadruples to determine a noise level and a chromatic dispersion level of the all-optical network.
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