Quality of transmission estimation and performance prediction of lightpaths using machine learning

We show how the quality of transmission can be estimated before lightpath establishment using support vector machine and synthetic data and we illustrate how the long short term memory method can be used for performance prediction after lightpath establishment using field bit error rate data.