Introduction to the JOCN Special Issue on Machine Learning and Data Analytics for Optical Communications and Networking

Massimo Tornatore*, Martin Birk, Alan Pak Tao Lau, Qiong Zhang, Darko Zibar

*Corresponding author for this work

Research output: Contribution to journalJournal articleCommunication

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Abstract

This Special Issue contains a collection of outstanding papers covering several applications of machine learning in optical communications and networking, including: resource management in elastic optical networks, datacentersandROADM-basednetworks;noiseandsignalquality estimation; and traffic prediction. We provide a brief overview of the current state of machine learning in optical networks, followed by a categorization of the eleven papers in this special issue.
Original languageEnglish
JournalJournal of Optical Communications and Networking
Volume10
Issue number10
Number of pages2
ISSN1943-0620
DOIs
Publication statusPublished - 2018

Cite this

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title = "Introduction to the JOCN Special Issue on Machine Learning and Data Analytics for Optical Communications and Networking",
abstract = "This Special Issue contains a collection of outstanding papers covering several applications of machine learning in optical communications and networking, including: resource management in elastic optical networks, datacentersandROADM-basednetworks;noiseandsignalquality estimation; and traffic prediction. We provide a brief overview of the current state of machine learning in optical networks, followed by a categorization of the eleven papers in this special issue.",
author = "Massimo Tornatore and Martin Birk and Lau, {Alan Pak Tao} and Qiong Zhang and Darko Zibar",
year = "2018",
doi = "10.1364/JOCN.10.000ML1",
language = "English",
volume = "10",
journal = "Journal of Optical Communications and Networking",
issn = "1943-0620",
publisher = "Institute of Electrical and Electronics Engineers",
number = "10",

}

Introduction to the JOCN Special Issue on Machine Learning and Data Analytics for Optical Communications and Networking. / Tornatore, Massimo; Birk, Martin; Lau, Alan Pak Tao; Zhang, Qiong; Zibar, Darko.

In: Journal of Optical Communications and Networking, Vol. 10, No. 10, 2018.

Research output: Contribution to journalJournal articleCommunication

TY - JOUR

T1 - Introduction to the JOCN Special Issue on Machine Learning and Data Analytics for Optical Communications and Networking

AU - Tornatore, Massimo

AU - Birk, Martin

AU - Lau, Alan Pak Tao

AU - Zhang, Qiong

AU - Zibar, Darko

PY - 2018

Y1 - 2018

N2 - This Special Issue contains a collection of outstanding papers covering several applications of machine learning in optical communications and networking, including: resource management in elastic optical networks, datacentersandROADM-basednetworks;noiseandsignalquality estimation; and traffic prediction. We provide a brief overview of the current state of machine learning in optical networks, followed by a categorization of the eleven papers in this special issue.

AB - This Special Issue contains a collection of outstanding papers covering several applications of machine learning in optical communications and networking, including: resource management in elastic optical networks, datacentersandROADM-basednetworks;noiseandsignalquality estimation; and traffic prediction. We provide a brief overview of the current state of machine learning in optical networks, followed by a categorization of the eleven papers in this special issue.

U2 - 10.1364/JOCN.10.000ML1

DO - 10.1364/JOCN.10.000ML1

M3 - Journal article

VL - 10

JO - Journal of Optical Communications and Networking

JF - Journal of Optical Communications and Networking

SN - 1943-0620

IS - 10

ER -