Transfer Learning for BiLSTM-DNN-Based Optical Performance Monitoring in WDM Systems
We designed a more accurate and generalizable TL-based BiLSTM-DNN model for optical performance monitoring, using three-channel data reflecting inter-channel inference as the source domain, transferred to multi-channel WDM systems with flexible parameters.
Authors
- Yan Xue (ORCID: https://orcid.org/0000-0002-2771-1887)
- Yameng Cao (ORCID: https://orcid.org/0000-0002-6717-4916)
- Junyao Shi
- Di Zhang (ORCID: https://orcid.org/0000-0001-7194-0591)
Institutions
- East China Normal University (CN)
Publication Details
- Published
- 2024-11-02
- DOI
- https://doi.org/10.1109/acp/ipoc63121.2024.10809778
- Primary Topic
- Optical Network Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Science and Technology Commission of Shanghai Municipality
- National Center of Competence in Research Quantum Science and Technology