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A Grey-box Launch-profile Aware Model for C+L Band Raman Amplification
Based on the physical features of Raman amplification, we propose a three-step modelling scheme based on neural networks (NN) and linear regression.
Physics-informed EDFA Gain Model Based on Active Learning
We propose a physics-informed EDFA gain model based on the active learning method.
A Data-Fusion-Assisted Telemetry Layer for Autonomous Optical Networks
For further improving the capacity and reliability of optical networks, a closed-loop autonomous architecture is preferred.
Application of Machine Learning in Fiber Nonlinearity Modeling and Monitoring for Elastic Optical Networks
In this paper, we present the application of machine learning (ML) in NLI modeling and monitoring.
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