Survey on machine learning for traffic-driven service provisioning in optical networks

T Panayiotou, M Michalopoulou… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The unprecedented growth of the global Internet traffic, coupled with the large spatio-
temporal fluctuations that create, to some extent, predictable tidal traffic conditions, are …

A survey of reconfigurable optical networks

MN Hall, KT Foerster, S Schmid, R Durairajan - Optical Switching and …, 2021 - Elsevier
Reconfigurable optical networks have emerged as a promising technology to efficiently
serve the fast-growing traffic produced by the digital society. This paper provides a survey of …

Automatic guarantee scheme for intent-driven network slicing and reconfiguration

H Yang, K Zhan, B Bao, Q Yao, J Zhang… - Journal of Network and …, 2021 - Elsevier
Commonly, the network configuration leans upon the operators' experience to operate
network, including command-line configuration, middle-ware scripts, and troubleshooting …

Extending P4 in-band telemetry to user equipment for latency-and localization-aware autonomous networking with AI forecasting

D Scano, F Paolucci, K Kondepu… - Journal of Optical …, 2021 - opg.optica.org
In beyond-5G networks, detailed end-to-end monitoring of specific application traffic will be
required along with the access-backhaul-cloud continuum to enable low latency service due …

Metropolitan optical networks: A survey on single-layer architectures

LS de Sousa, AC Drummond - Optical Switching and Networking, 2023 - Elsevier
Metropolitan optical networks are undergoing significant transformations to continue being
able to provide services that meet the requirements of the applications of the future. The …

Efficiency and fairness improvement for elastic optical networks using reinforcement learning-based traffic prediction

A Valkanis, G Papadimitriou, G Beletsioti… - Journal of Optical …, 2022 - opg.optica.org
The characteristics of traffic in core networks have changed in recent years, with the data
flows among network nodes now showing large volumes but also large fluctuations during …

Reinforcement learning in traffic prediction of core optical networks using learning automata

A Valkanis, GA Beletsioti, P Nicopolitidis… - 2020 International …, 2020 - ieeexplore.ieee.org
The development of technology related to optical core networks provides the appropriate
infrastructure for the reliable flow of information, that is constantly increasing with the …

Optimal and near-optimal alpha-fair resource allocation algorithms based on traffic demand predictions for optical network planning

T Panayiotou, G Ellinas - Journal of Optical Communications and …, 2021 - opg.optica.org
We examine proactive network optimization in reconfigurable optical networks based on
traffic predictions. Specifically, the fair spectrum allocation (SA) problem is examined for a …

Area-aware routing and spectrum allocation for the tidal traffic pattern in metro optical networks

B Yan, Y Zhao, W Chen, J Zhang - IEEE Access, 2020 - ieeexplore.ieee.org
With the increasing bandwidth requirements for people and the development of
urbanization, the movement of the population in the city (especially the supercity) has an …

Metropolitan optical networks: A survey on new architectures and future trends

LS de Sousa, AC Drummond - arXiv preprint arXiv:2201.10709, 2022 - arxiv.org
Metropolitan optical networks are undergoing major transformations to continue being able
to provide services that meet the requirements of the applications of the future. The arrival of …