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Transformer-Based Prognostics: Enhancing Network Availability by Improved Monitoring of Optical Fiber Amplifiers

arXiv 2603.28081 ↗First posted 30 Mar 2026eess.SP cs.LGcited by 0

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Abstract (arXiv)

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.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 5 references that are in the map. First posted on arXiv 30 Mar 2026.

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References · 2

  1. 2017Attention Is All You Needcited by 60,361
  2. 2021Dual Aspect Self-Attention based on Transformer for Remaining Useful Life Predictioncited by 16

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