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 …

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 …

Improved QoT estimations through refined signal power measurements and data-driven parameter optimizations in a disaggregated and partially loaded live …

Y He, Z Zhai, L Dou, L Wang, Y Yan, C Xie… - Journal of Optical …, 2023 - opg.optica.org
Accurate quality of transmission (QoT) estimations are essential enablers for future low-
margin dynamic optical network operations. However, physical parameter measurement …

Iterative supervised learning approach using transceiver bit-error-rate measurements for optical line system optimization

G Borraccini, A D'Amico, S Straullu… - Journal of Optical …, 2023 - opg.optica.org
Defining the working points of optical amplifiers is a key factor when managing optical
networks, particularly for the quality of transmission (QoT) of deployed connections …

Experimental demonstration of partially disaggregated optical network control using the physical layer digital twin

G Borraccini, S Straullu, A Giorgetti… - … on Network and …, 2023 - ieeexplore.ieee.org
Optical communications and networking are fast becoming the solution to support ever-
increasing data traffic across all segments of the network, expanding from core/metro …

Experimental probing and modeling of the pdl impact on the optical signal-to-noise ratio

A D'Amico, G Borraccini, S Straullu… - Optical Fiber …, 2023 - opg.optica.org
Experimental Probing and Modeling of the PDL Impact on the Optical Signal-to-Noise Ratio
Page 1 Experimental Probing and Modeling of the PDL Impact on the Optical Signal-to-Noise …

Dynamic optical path provisioning for alien access links: architecture, demonstration, and challenges

H Nishizawa, T Sasai, T Inoue… - IEEE …, 2023 - ieeexplore.ieee.org
With the spread of datacenter interconnect (DCI) and private 5G, there is a growing demand
for dynamically established connections between customer locations via high-capacity …

Experimental investigation of spectral data enhanced QoT estimation

LE Kruse, S Kühl, A Dochhan… - Journal of Lightwave …, 2023 - opg.optica.org
Obtaining telemetry data from the optical signal without demodulation at intermediate nodes
of optical networks can be achieved using optical spectrum analyzers. The information …

Local and global optimization methods for optical line control based on quality of transmission

G Borraccini, S Straullu, A D'Amico… - Journal of Optical …, 2024 - opg.optica.org
The ever-increasing demand for data traffic in recent decades has pushed network
operators to give importance to the aspect of infrastructure control to facilitate its scalability …

Disaggregated optical network orchestration based on the physical layer digital twin

G Borraccini, R Ambrosone, A Giorgetti… - 2023 Optical Fiber …, 2023 - ieeexplore.ieee.org
Disaggregated Optical Network Orchestration based on the Physical Layer Digital Twin Page 1
Disaggregated Optical Network Orchestration based on the Physical Layer Digital Twin …