Iterative supervised learning approach using transceiver bit-error-rate measurements for optical line system optimization

G Borraccini, A D'Amico, S Straullu… - Journal of Optical …, 2023 - opg.optica.org
Defining the working points of optical amplifiers is a key factor when managing optical
networks, particularly for the quality of transmission (QoT) of deployed connections …

Failure recovery in the MANTRA architecture with an IPoWDM SONiC node and 400ZR/ZR+ pluggables

A Sgambelluri, D Scano, R Morro, F Cugini… - Journal of Optical …, 2024 - opg.optica.org
The utilization of IP over wavelength division multiplexing (IPoWDM) boxes in optical
networks introduces coordination issues at the control plane level between the optical and …

Evolutionary neuron-level transfer learning for QoT estimation in optical networks

Y Zhou, Z Gu, J Zhang, Y Ji - Journal of Optical …, 2024 - ieeexplore.ieee.org
To ensure the reliability and efficiency of lightpath transmission in optical networks, it is
essential to predict the quality of transmission (QoT) of the candidate lightpaths before their …

Iterative Transfer Learning Approach for QoT Prediction of Lightpath in Optical Networks

H Tariq, F Usmani, I Khan, MU Masood… - 2023 23rd …, 2023 - ieeexplore.ieee.org
Machine learning (ML) has been widely used in optical networks for accurate Quality-of-
transmission (QoT) estimation of Lightpaths (LPs). However, this domain has two main …

Query Based Iterative Learning Approach for Lightpath Deployment in Optical Networks

F Usmani, I Khan, H Tariq, M Shahzad… - 2022 Asia …, 2022 - ieeexplore.ieee.org
Predicting the Quality of Transmission (QoT) of a Lightpath (LP) before its actual deployment
is important for efficient resource utilization. Conventionally, analytical models using closed …

Performance Analysis of Transfer-learning Approaches for QoT Estimation of Network Operating with 400ZR

F Usmani, I Khan, H Tariq, MU Masood… - 2022 Asia …, 2022 - ieeexplore.ieee.org
In the last decade, internet traffic has increased exponentially due to the expansion of
bandwidth-intensive applications and the evolution of the concept of the internet of things …