# Physics-informed EDFA Gain Model Based on Active Learning

arXiv: https://arxiv.org/abs/2206.06077 · HTML: https://mlsanity.com/paper/2206.06077/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 13 Jun 2022.

## Built on by (most cited first, 1 of 1)

- [A comparison between black-, grey- and white-box modeling for the bidirectional Raman amplifier optimization](https://mlsanity.com/paper/2310.05954/) (2023)

## Abstract (arXiv)

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.