Transfer Learning Aided Neural Networks for Nonlinear Equalization in Short-Reach Direct Detection Systems

Abstract

Transfer learning-aided NNs are proposed for nonlinear equalization in a 50-Gb/s 20-km PAM4 link. About 90% reduction in epochs and 56% in training symbols are achieved with NNs transferred from the most similar source system.