Transformer-Based Prognostics: Enhancing Network Availability by Improved Monitoring of Optical Fiber Amplifiers
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2026
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| Subjects: | |
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| _version_ | 1866912988033712128 |
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| author | Schneider, Dominic Rapp, Lutz Ament, Christoph |
| author_facet | Schneider, Dominic Rapp, Lutz Ament, Christoph |
| contents | We enhance optical network availability and reliability through a lightweight transformer model that predicts optical fiber amplifier lifetime from condition-based monitoring data, enabling real-time, edge-level predictive maintenance and advancing deployable AI for autonomous network operation. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2603_28081 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Transformer-Based Prognostics: Enhancing Network Availability by Improved Monitoring of Optical Fiber Amplifiers Schneider, Dominic Rapp, Lutz Ament, Christoph Signal Processing Machine Learning We enhance optical network availability and reliability through a lightweight transformer model that predicts optical fiber amplifier lifetime from condition-based monitoring data, enabling real-time, edge-level predictive maintenance and advancing deployable AI for autonomous network operation. |
| title | Transformer-Based Prognostics: Enhancing Network Availability by Improved Monitoring of Optical Fiber Amplifiers |
| topic | Signal Processing Machine Learning |
| url | https://arxiv.org/abs/2603.28081 |