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End-to-End Learning in Optical Fiber Communications: Concept and Transceiver Design

ECOC 2020 | Karanov B, Bayvel P, Schmalen L | We implement a complete fiber-optic communication system as an end-to-end computational graph using an artificial neural network (ANN)-based transceive...

4 February 2021

End-to-End Learning in Optical Fiber Communications: Concept and Transceiver Design

Abstract

We implement a complete fiber-optic communication system as an end-to-end computational graph using an artificial neural network (ANN)-based transceiver. We highlight transceivers implemented using feedforward or recurrent ANN, and illustrate their performance by an example.

Publication Type:Conference
Authors:Karanov B, Bayvel P, Schmalen L
Publisher:IEEE
Publication date:04/02/2021
Published Proceedings:2020 European Conference on Optical Communications, ECOC 2020
ISBN-13:9781728173610
Status:Published 
Name of Conference:2020 European Conference on Optical Communications, ECOC 2020
Conference start date:06/12/2020
Conference end date:10/12/2020
Conference location:Brussels, Belgium (Virtual)
DOI:http://dx.doi.org/10.1109/ECOC48923.2020.9333174

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