Joint Sensing of Two Independent Failures in Optical Network Using a Single Variational Auto-Encoder Model
We conducted unsupervised learning of two independent failures including optical fiber bending and ROADM optical filter shift using a VAE model. We successfully detected these anomalies with sufficient high accuracy of over 90%.
Authors
- Yoshinari Awaji
- Akira Hirano (ORCID: https://orcid.org/0000-0001-5297-063X)
- Sugang Xu (ORCID: https://orcid.org/0000-0002-0937-0097)
- Yukiko Yamamoto (ORCID: https://orcid.org/0000-0002-0551-951X)
Institutions
- Tokyo Denki University (JP)
- National Institute of Information and Communications Technology (JP)
Publication Details
- Published
- 2025-06-29
- DOI
- https://doi.org/10.23919/oecc/psc62146.2025.11111355
- Primary Topic
- Fault Detection and Control Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00