论文标题

基于主动学习的物理知识的EDFA增益模型

Physics-informed EDFA Gain Model Based on Active Learning

论文作者

Liu, Xiaomin, Chen, Yuli, Zhang, Yihao, Liu, Yichen, Yi, Lilin, Hu, Weisheng, Zhuge, Qunbi

论文摘要

我们建议基于主动学习方法的物理信息EDFA增益模型。实验结果表明,与常规方法相比,提出的建模方法可以达到更高的最佳精度,并降低约90%的训练数据,以达到相同的性能。

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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