Machine learning techniques for optical performance monitoring and modulation format identification: A survey

WS Saif, MA Esmail, AM Ragheb… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
The trade-off between more user bandwidth and quality of service requirements introduces
unprecedented challenges to the next generation smart optical networks. In this regard, the …

Designing, operating, and reoptimizing elastic optical networks

L Velasco, AP Vela, F Morales, M Ruiz - Journal of Lightwave …, 2017 - opg.optica.org
Emerging services and applications demanding high bitrate and stringent quality of service
requirements are pushing telecom operators to upgrade their core networks based on …

Building a digital twin for intelligent optical networks [Invited Tutorial]

Q Zhuge, X Liu, Y Zhang, M Cai, Y Liu… - Journal of Optical …, 2023 - opg.optica.org
To support the development of intelligent optical networks, accurate modeling of the physical
layer is crucial. Digital twin (DT) modeling, which relies on continuous learning with real-time …

Learning from the optical spectrum: failure detection and identification

B Shariati, M Ruiz, J Comellas… - Journal of Lightwave …, 2019 - opg.optica.org
The availability of coarse-resolution cost-effective optical spectrum analyzers (OSAs) allows
their widespread deployment in operators' networks. In this paper, we explore several …

Accurate quality of transmission estimation with machine learning

I Sartzetakis, K Christodoulopoulos… - Journal of Optical …, 2019 - opg.optica.org
In optical transport networks the quality of transmission (QoT) is estimated before
provisioning new connections or upgrading existing ones. Traditionally, a physical layer …

Modeling EDFA gain ripple and filter penalties with machine learning for accurate QoT estimation

A Mahajan, K Christodoulopoulos… - Journal of Lightwave …, 2020 - opg.optica.org
For reliable and efficient network planning and operation, accurate estimation of Quality of
Transmission (QoT) before establishing or reconfiguring the connection is necessary. In …

Towards multiband optical systems

A Napoli, N Costa, JK Fischer, J Pedro… - … Networks and Devices, 2018 - opg.optica.org
Towards multiband optical systems Page 1 NeTu3E.1.pdf Advanced Photonics Congress (BGPP,
IPR, NP, Networks, NOMA, Sensors, SOF, SPPCom) © OSA 2018 Towards multiband optical …

[ΒΙΒΛΙΟ][B] Elastic optical networks: fundamentals, design, control, and management

B Chatterjee, E Oki - 2020 - taylorfrancis.com
The rapid growth in communications and internet has changed our way of life, and our
requirement for communication bandwidth. Optical networks can enable us to meet the …

OCATA: a deep-learning-based digital twin for the optical time domain

D Sequeira, M Ruiz, N Costa, A Napoli… - Journal of Optical …, 2023 - opg.optica.org
The development of digital twins to represent the optical transport network might enable
multiple applications for network operation, including automation and fault management. In …

RETRACTED ARTICLE: Assessing transmission excellence and flow detection based on Machine Learning

A Suresh, R Kishorekumar, MS Kumar… - Optical and Quantum …, 2022 - Springer
Excellence in transmission can be assessed in optical transport networks before providing
any additional connections or upgrading the connections. Generally, the Physical Layer …