Published April 28, 2023 | Version v1

Applications of Digital Twin for Autonomous Zero- Touch Optical Networking [Invited]

  • 1. Universitat Politècnica de Catalunya

Description

Huge efforts have been paid lastly to study the application of Machine Learning techniques to optical transport networks. Applications include Quality of Transmission (QoT) estimation, failure and anomaly detection, and network automation, just to mention a few. In this regard, the development of Optical Layer Digital Twins able to accurately model the optical layer, reproduce scenarios, and generate expected signals are of paramount importance. In this paper, we introduce two of the applications of Optical Layer Digital Twins, namely misconfiguration detection and QoT estimation. Illustrative results show the accuracy and usefulness of the proposed aplications.

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[ONDM] Applications of DT.pdf

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Additional details

Funding

European Commission
MENTOR - Machine LEarning in Optical NeTwORks 956713
European Commission
SEASON - SElf-mAnaged Sustainable high-capacity Optical Networks 101096120