Deep Learning Regression vs. Classification for QoT Estimation in SMF and FMF Links

Abstract

We investigate deep learning-based regression and classification for quality of transmission estimation in single-mode and few-mode fiber links. Results show efficiency and low complexity in both methods, however, regression performs better and classification is faster.