/EDFA_ML

This is for a graduation thesis.

Primary LanguagePython

Optical Amplifier Gain Modeling using Machine Learning

graduation thesis, Pytorch, MLP_pruned, Deep Learning

This thesis relates to the following publications: F. D. Ros, U. C. de Moura, and M. P. Yankov, “Machine learningbased EDFA gain model generalizable to multiple physical devices,” in accepted, European Conference on Optical Communications (ECOC), available https://arxiv.org/abs/2009.05326, (2020).

DATA PREPARATION

Download from: https://drive.google.com/drive/folders/18pvEWppi-tGHihIMFbjSaYziRzOy6KUg?usp=sharing

The data used in this study were provided by M. P. Yankov and F. D. Ros, “Input-output power spectral densities for three C-band EDFAs and four multi-span inline EDFAd fiber optic systems of different lengths,” Tech. Univ. Denmark. Dataset here https://doi.org/10.11583/DTU.13135754 (2020).

ACKNOWLEDGEMENTS

I would like to express my sincere gratitude to Mr.Chen, a PhD student at Aizu University, my supervisor Prof.Lu for their generous help and support.