activity
20212026
most citedArtificial Neural Networks for Photonic Applications: From Algorithms to Implementation

82 citations · 239 across the 26 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

eess.SP2023★ 1 cited

Multi-Task Learning to Enhance Generalizability of Neural Network Equalizers in Coherent Optical Systems

Sasipim Srivallapanondh, Pedro J. Freire, Ashraful Alam +6

For the first time, multi-task learning is proposed to improve the flexibility of NN-based equalizers in coherent systems. A "single" NN-based equalizer improves Q-factor by up to…

cs.LG2023

Hardware Realization of Nonlinear Activation Functions for NN-based Optical Equalizers

Sasipim Srivallapanondh, Pedro J. Freire, Antonio Napoli +2

To reduce the complexity of the hardware implementation of neural network-based optical channel equalizers, we demonstrate that the performance of the biLSTM equalizer with approxi…