An overview on application of machine learning techniques in optical networks

F Musumeci, C Rottondi, A Nag… - … Surveys & Tutorials, 2018 - ieeexplore.ieee.org
Today's telecommunication networks have become sources of enormous amounts of widely
heterogeneous data. This information can be retrieved from network traffic traces, network …

Machine learning for intelligent optical networks: A comprehensive survey

R Gu, Z Yang, Y Ji - Journal of Network and Computer Applications, 2020 - Elsevier
With the rapid development of Internet and communication systems, both in the aspect of
services and technologies, communication networks have been suffering increasing …

P4 edge node enabling stateful traffic engineering and cyber security

F Paolucci, F Civerchia, A Sgambelluri… - Journal of Optical …, 2019 - opg.optica.org
Next-generation edge nodes interfacing innovative IT clusters, 5G fronthaul, and internet of
things (IoT) gateways to the optical metro/core network will require advanced and dynamic …

OpenConfig and OpenROADM automation of operational modes in disaggregated optical networks

A Sgambelluri, A Giorgetti, D Scano, F Cugini… - IEEE …, 2020 - ieeexplore.ieee.org
OpenConfig and OpenROADM are emerging as the most relevant initiatives to support
partial disaggregation, in which the optical line system is provided by a single vendor while …

Control of open and disaggregated transport networks using the Open Network Operating System (ONOS)

A Giorgetti, A Sgambelluri, R Casellas… - Journal of Optical …, 2020 - opg.optica.org
Use of disaggregated equipment in optical transport networks is emerging as an attractive
solution to bring flexibility and break vendor lock-in dependencies. The disaggregation …

Confidentiality-preserving machine learning algorithms for soft-failure detection in optical communication networks

MF Silva, A Sgambelluri, A Pacini… - Journal of Optical …, 2023 - opg.optica.org
Automated fault management is at the forefront of next-generation optical communication
networks. The increase in complexity of modern networks has triggered the need for …

Optical networks management and control: A review and recent challenges

N Andriolli, A Giorgetti, P Castoldi, G Cecchetti… - Optical Switching and …, 2022 - Elsevier
In the last twenty years, optical networks have witnessed recurrent changes in their
management and control architecture. In this paper, we present a historical timeline and a …

Reliable and scalable Kafka-based framework for optical network telemetry

A Sgambelluri, A Pacini, F Paolucci… - Journal of Optical …, 2021 - opg.optica.org
Telemetry data acquisition is becoming crucial for efficient detection and timely reaction in
the case of network status changes, such as failures. Streaming telemetry data to many …

Enhancing lightpath QoT computation with machine learning in partially disaggregated optical networks

A D'Amico, S Straullu, G Borraccini… - IEEE Open Journal …, 2021 - ieeexplore.ieee.org
Increasing traffic demands are causing network operators to adopt disaggregated and open
networking solutions to better exploit optical transmission capacity, and consequently …

Software‐defined networks for optical networks using flexible orchestration: Advances, challenges, and opportunities

K Nsafoa-Yeboah, ET Tchao… - Journal of Computer …, 2022 - Wiley Online Library
Optical networks offer a wide range of benefits to the telecommunication sector worldwide
with their provision of higher bandwidth, which leads to faster data speed, longer …