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

Dominic Schneider, Lutz Rapp, Christoph Ament

arXiv:2603.28081Published March 30, 20260 citations
  • eess.SP
  • cs.LG

Abstract

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.

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