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most citedA Transformer-Based Approach for Diagnosing Fault Cases in Optical Fiber Amplifiers

1 citations · 1 across the 6 of their papers we have counts for

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cs.LG2024

Sparse Low-Ranked Self-Attention Transformer for Remaining Useful Lifetime Prediction of Optical Fiber Amplifiers

Dominic Schneider, Lutz Rapp

Optical fiber amplifiers are key elements in present optical networks. Failures of these components result in high financial loss of income of the network operator as the communica…

eess.SP2024

Anomaly Detection in Time Series of EDFA Pump Currents to Monitor Degeneration Processes using Fuzzy Clustering

Dominic Schneider, Lutz Rapp, Christoph Ament

This article proposes a novel fuzzy clustering based anomaly detection method for pump current time series of EDFA systems. The proposed change detection framework (CDF) strategica…