Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Article . 2025
License: CC BY
Data sources: Datacite
ZENODO
Article . 2025
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Creating and Tuning Multiband Optical Transmission Digital Twin Lightpath Models

Authors: Ghasrizadeh, Mohammad Sadegh;

Creating and Tuning Multiband Optical Transmission Digital Twin Lightpath Models

Abstract

Optical Digital Twins (DT) require pre-trainedmodels for estimating the Quality of Transmission (QoT) ofcandidate lightpaths in multiband (MB) optical networks beforethey are provisioned. Once lightpaths are established, thosemodels need to be tuned to be used for failure management, e.g.,degradation detection. In this paper, we concentrate on the MBOCATA DT, which models optical signal propagation in the timedomain. We first evaluate strategies for creating end-to-endlightpath models from span DNNs and then, we implement modeltuning, as a building block of the MB OCATA DT. Simulationresults show the accuracy of pre-trained models for QoTestimation and how they are tuned with telemetry measurementsand improved compared to the initial pre-trained models.

Related Organizations
  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!