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 …

[HTML][HTML] Artificial intelligence (AI) methods in optical networks: A comprehensive survey

J Mata, I De Miguel, RJ Durán, N Merayo… - Optical switching and …, 2018 - Elsevier
Artificial intelligence (AI) is an extensive scientific discipline which enables computer
systems to solve problems by emulating complex biological processes such as learning …

Cognitive dynamic optical networks

I De Miguel, RJ Durán, T Jiménez… - Journal of Optical …, 2013 - opg.optica.org
The use of cognition is a promising element for the control of heterogeneous optical
networks. Not only are cognitive networks able to sense current network conditions and act …

A learning-automata-based congestion-aware scheme for energy-efficient elastic optical networks

GA Beletsioti, GI Papadimitriou, P Nicopolitidis… - IEEE …, 2020 - ieeexplore.ieee.org
The flexible nature of elastic optical networks (EONs) effectively uses spectral resources for
optical communication by allocating the minimum required bandwidth to network …

Local and global approaches for the adaptive control of a cascade of amplifiers

EA Barboza, CJA Bastos-Filho, JFM Filho… - Photonic Network …, 2017 - Springer
In this work we present and analyze three approaches for the adaptive control of the
operating point of a cascade of erbium-doped fiber amplifiers (EDFAs), aimed at optical …

Cognitive, heterogeneous and reconfigurable optical networks: the CHRON project

A Caballero, R Borkowski, I de Miguel… - Journal of Lightwave …, 2014 - opg.optica.org
High degree of heterogeneity of future optical networks, stemming from provisioning of
services with different quality-of-transmission requirements, and transmission links …

Reserved energy-aware virtual topology management for IP-over-WDM optical networks

P Melidis, P Nicopolitidis, G Papadimitriou - Optical Switching and …, 2019 - Elsevier
Virtual topology reconfiguration addresses the issue of overprovisioning in IP-over-WDM
optical backbone networks. Contrary to maintaining a static virtual topology, adapting the …

LSTM for cloud data centers resource allocation in software-defined optical networks

M Aibin - 2020 11th IEEE Annual Ubiquitous Computing …, 2020 - ieeexplore.ieee.org
Nowadays, artificial intelligence provides an excellent opportunity for scientists to improve
the efficiency of resource allocation in communication networks. In this paper, we focus on …

Dynamic threshold reconfiguration mechanisms for green IP-over-WDM networks

P Melidis, P Nicopolitidis… - Journal of Lightwave …, 2016 - opg.optica.org
IP-over-WDM optical mesh backbone networks handle most of the high-volume traffic that is
exchanged between access networks. Internet growth and the increase in bandwidth …

Artificial intelligence, internet of things, and communication networks

G Singh, G Kaur - Artificial Intelligence to Solve Pervasive Internet of …, 2021 - Elsevier
Today's time is an era of digital revolution and information explosion that has given rise to
massive technological growth in every aspect of life. One such crucial digital transformation …