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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.
* This paper has been accepted for publication at the Optical Fiber Communication (OFC) Conference 2026