Fault Localization Method Based on Spatio-Temporal Correlation in Optical Transport Networks
We propose a fault localization method based on ML model, which achieves an accuracy of 0.995 and an F1 score of 0.943. The spatio-temporal correlation slicing method can significantly improve the performance of ML models.
Authors
- Rentao Gu (ORCID: https://orcid.org/0000-0003-3183-2857)
- Ning An (ORCID: https://orcid.org/0000-0002-8018-4238)
- Hui Li (ORCID: https://orcid.org/0000-0003-3629-0233)
- Xin Qin
Institutions
- Beijing University of Posts and Telecommunications (CN)
- China Telecom (China) (CN)
- China Telecom (CN)
Publication Details
- Published
- 2024-11-02
- DOI
- https://doi.org/10.1109/acp/ipoc63121.2024.10809535
- Citations
- 2
- Primary Topic
- Advanced Photonic Communication Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.42