Machine learning techniques in optical networks: a systematic mapping study
G Villa, C Tipantuña, D Guamán, GV Arévalo… - IEEE …, 2023 - ieeexplore.ieee.org
During the last decade, optical networks have become “smart networks”. Software-defined
networks, software-defined optical networks, and elastic optical networks are some …
networks, software-defined optical networks, and elastic optical networks are some …
A review of applications of supervised learning to future networks
S Bilson, A Thompson - 2022 - eprintspublications.npl.co.uk
NPL REPORT MS40 Page 1 NPL REPORT MS 40 A REVIEW OF APPLICATIONS OF
SUPERVISED LEARNING TO FUTURE NETWORKS BILSON, S AND THOMPSON, A …
SUPERVISED LEARNING TO FUTURE NETWORKS BILSON, S AND THOMPSON, A …
Forecasting lightpath quality of transmission and implementing uncertainty in the forecast models
The recent popularity of using deep learning models for the forecasting of time series calls
for methods to not only predict the target but also measure the uncertainty of the prediction …
for methods to not only predict the target but also measure the uncertainty of the prediction …
Knowledge Distillation-Based Compression Model for QoT Estimation of an Unestablished Lightpaths
A precise Quality-of-transmission (QoT) estimation of a Lightpath (LP) before its deployment
is a key step in effective network design and resource utilization. Deep neural network …
is a key step in effective network design and resource utilization. Deep neural network …
Query Based Iterative Learning Approach for Lightpath Deployment in Optical Networks
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 …
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
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 …
bandwidth-intensive applications and the evolution of the concept of the internet of things …