Physics-informed EDFA Gain Model Based on Active Learning

Xiaomin Liu, Yu-Li Chen, Yihao Zhang, Yichen Liu, Lilin Yi, Weisheng Hu, Qunbi Zhuge · arXiv (Cornell University) · 2022

We propose a physics-informed EDFA gain model based on the active learning method. Experimental results show that the proposed modelling method can reach a higher optimal accuracy and reduce ~90% training data to achieve the same performance compared with the conventional method.

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