Field Trial of Gaussian Process Learning of Function-Agnostic Channel Performance Under Uncertainty

We model and experimentally demonstrate a novel performance learning method based on monitoring and Gaussian process. After 436km dark fiber transmission the model captures most of the test data with reasonable prediction error and enables a robust QoT predictor.