Optical Networks Automation Overview: A Survey

S Cruzes - Authorea Preprints, 2023 - techrxiv.org
Innovations in optical networks created new technological challenges as routing and
spectrum allocation (RSA) problem, fragmented spectrum, the need for rapid and efficient …

AI-based modeling and monitoring techniques for future intelligent elastic optical networks

X Liu, H Lun, M Fu, Y Fan, L Yi, W Hu, Q Zhuge - Applied Sciences, 2020 - mdpi.com
With the development of 5G technology, high definition video and internet of things, the
capacity demand for optical networks has been increasing dramatically. To fulfill the capacity …

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 …

Neural networks for optical communications (tutorial)

C Tremblay - 2021 IEEE Photonics Conference (IPC), 2021 - ieeexplore.ieee.org
Machine learning is called to the rescue to address the challenges of managing the physical
layer of increasingly heterogeneous and complex optical networks. In this tutorial, we …

Introduction to the JOCN special issue on machine learning and data analytics for optical communications and networking

M Tornatore, M Birk, APT Lau, Q Zhang… - Journal of Optical …, 2018 - opg.optica.org
This Special Issue contains a collection of outstanding papers covering several applications
of machine learning in optical communications and networking, including: resource …

Deep learning—a route to WDM high-speed optical networks

S Rai, AK Garg - Journal of Optics, 2024 - Springer
The evolution of Internet and communication systems is exponentially increasing the
complexity in communication networks. This paved the way for the incorporation of artificial …

[图书][B] Intelligent Systems for Optical Networks Design: Advancing Techniques: Advancing Techniques

YS Kavian - 2013 - books.google.com
As the increased demand for high-speed communication creates an interest in the
development of optical networks, intelligent all optical networks have emerged as the next …

A hybrid ANN model designed to improve the Quality of Transmission of optical communication network

AHM Almawgani - Optical and Quantum Electronics, 2023 - Springer
Optical communication networks represent a fast-growing field in communication technology
with numerous optimization and advancements to improve communication efficiency …

Green Optical Networks based on machine learning techniques

S Jindal - Green Communication Technologies for Future …, 2022 - taylorfrancis.com
Presently the demand from users for communication networks with high bandwidth, high
data rate, high security, and reliable connections has suddenly surged due to increased …

[PDF][PDF] Machine Learning for Multi-Layer Open and Disaggregated Optical Networks

I Khan - 2022 - core.ac.uk
In this thesis, data-driven techniques for multi-layer optical networks are described. The fast
growth in global IP traffic and the advancement in the communication technologies, such as …