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eess.SP2026
Transformer-Based Prognostics: Enhancing Network Availability by Improved Monitoring of Optical Fiber Amplifiers
Dominic Schneider, Lutz Rapp, Christoph Ament
We enhance optical network availability and reliability through a lightweight transformer model that predicts optical fiber amplifier lifetime from condition-based monitoring data,…
eess.SP2025
A Transformer-Based Approach for Diagnosing Fault Cases in Optical Fiber Amplifiers
Dominic Schneider, Lutz Rapp, Christoph Ament
A transformer-based deep learning approach is presented that enables the diagnosis of fault cases in optical fiber amplifiers using condition-based monitoring time series data. The…