Reinforcement learning for compensating power excursions in amplified WDM systems

M Freire-Hermelo, D Sengupta, A Lavignotte… - Journal of Lightwave …, 2021 - opg.optica.org
Wavelength-dependent power excursions in gain-controlled erbium doped fiber amplifiers
(EDFA) is a challenging issue in optical networks. We investigate a launch channel power …

Dynamic modulation format and wavelength assignment in optical networks using reinforcement learning

M Freire-Hermelo, A Lavignotte… - Photonic Networks and …, 2021 - opg.optica.org
Dynamic Modulation Format and Wavelength Assignment in Optical Networks using
Reinforcement Learning Page 1 Dynamic Modulation Format and Wavelength Assignment …

Amplifier control using machine learning and coloured optical packet switching node design in optical networks

MJF Hermelo - 2020 - theses.hal.science
Data rate and energy consumption are the major concerns in optical networks. In order to
reduce energy consumption, transport operator networks based on optical circuit switching …