Fast Online Optimization of Multi-pump Raman Amplifiers for Field Deployment in Multi-band Optical Networks.

Xiaoxuan Gao,Rentao Gu,Yuejiao Liu, Linbai,Yuefeng Ji

Optical Fiber Communications Conference and Exhibition（2024）

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Abstract

We experimentally demonstrate Raman amplifier optimization with fast pump deviation inference in different scenarios. Using less than 3 new data, accurate gain generation is achieved with low root mean square error (<0.1 dB).

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Key words

Online Optimization,Raman Amplification,Root Mean Square Error,Mean Square Error,Root Mean,Fast Inference,Low Root Mean Square,Low Root Mean,Neural Network,Fiber Length,Model Scenarios,Iterative Optimization,Pump Power,Historical Model,Performance Of The Trained Model,Optical Spectrum Analyzer,Deployment Scenarios,Standard Single-mode Fiber,Amplified Spontaneous Emission,Pump Set,Pump Current

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