Enhancing Optical Multiplex Section QoT Estimation Using Scalable Gray-box DNN
In Optical Multiplex Section (OMS) control and optimization framework, end-to-end (Global) and span-by-span (Local) DNN gray-box strategies are compared in terms of scalability and accuracy of the output signal and noise power predictions. Experimental measurements are carried out in OMSs with increasing number of spans.
Authors
- Stefano Straullu
- Andrea D’Amico (ORCID: https://orcid.org/0000-0003-0828-6157)
- Vittorio Curri (ORCID: https://orcid.org/0000-0003-0691-0067)
- Rocco D’Ingillo (ORCID: https://orcid.org/0000-0003-2965-1029)
- Renato Ambrosone (ORCID: https://orcid.org/0000-0001-5102-7498)
- Francesco Aquilino (ORCID: https://orcid.org/0000-0002-8041-2392)
Institutions
- Politecnico di Torino (IT)
- LINKS Foundation (IT)
Publication Details
- Published
- 2024-11-10
- DOI
- https://doi.org/10.1109/ipc60965.2024.10799669
- Citations
- 1
- Primary Topic
- Optical Network Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.21
Funders
- HORIZON EUROPE Framework Programme