@inproceedings{e958e0f425784e91878d7172f596e61b,
title = "Machine Learning-Assisted Optical Performance Monitoring in Fiber-Optic Networks",
abstract = "We review machine learning (ML)-based optical performance monitoring (OPM) techniques in optical communications. Recent applications of ML-Assisted OPM in different aspects of fiber-optic networking including cognitive fault detection and management, network equipment failure prediction, and dynamic planning and optimization of software-defined networks are also discussed.",
keywords = "fiber-optic networks, machine learning, Optical performance monitoring, software-defined networks",
author = "Khan, {Faisal Nadeem} and Qirui Fan and Chao Lu and Lau, {Alan Pak Tao}",
year = "2018",
month = jul,
day = "9",
doi = "10.1109/PHOSST.2018.8456700",
language = "English",
isbn = "9781538653432",
series = "IEEE Photonics Society Summer Topicals Meeting Series, SUM 2018",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "55--56",
booktitle = "IEEE Photonics Society Summer Topicals Meeting Series, SUM 2018",
note = "2018 IEEE Photonics Society Summer Topicals Meeting Series, SUM 2018 ; Conference date: 09-07-2018 Through 11-07-2018",
}