Improving the Bootstrap of Blind Equalizers with Variational Autoencoders

Vincent Lauinger; Fred Buchali; Laurent Schmalen

doi:10.1364/OFC.2023.M2F.4

Optical Fiber Communication Conference (OFC) 2023
Technical Digest Series (Optica Publishing Group, 2023),
paper M2F.4
•https://doi.org/10.1364/OFC.2023.M2F.4

Improving the Bootstrap of Blind Equalizers with Variational Autoencoders

Vincent Lauinger, Fred Buchali, and Laurent Schmalen

Optical Fiber Communication Conference 2023

San Diego California United States
5–9 March 2023
ISBN: 978-1-957171-18-0

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Machine Learning for System Modeling and Channel Equalization (M2F)

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V. Lauinger, F. Buchali, and L. Schmalen, "Improving the Bootstrap of Blind Equalizers with Variational Autoencoders," in Optical Fiber Communication Conference (OFC) 2023, Technical Digest Series (Optica Publishing Group, 2023), paper M2F.4.

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Abstract

We evaluate the start-up of blind equalizers at critical working points, analyze the advantages and obstacles of commonly-used algorithms, and demonstrate how the recently-proposed variational autoencoder (VAE) based equalizers can improve bootstrapping.

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