Implementing Neural Network-Based Equalizers in a Coherent Optical Transmission System Using Field-Programmable Gate Arrays

In this work, we demonstrate the offline FPGA realization of both recurrent and feedforward neural network (NN)-based equalizers for nonlinearity compensation in coherent optical transmission systems. First, we present a realization pipeline showing the conversion of the models from Python libraries...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:arXiv.org 2023-02
Hauptverfasser: Freire, Pedro J, Srivallapanondh, Sasipim, Anderson, Michael, Spinnler, Bernhard, Bex, Thomas, Eriksson, Tobias A, Napoli, Antonio, Schairer, Wolfgang, Costa, Nelson, Blott, Michaela, Turitsyn, Sergei K, Prilepsky, Jaroslaw E
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!