Search Results for author: Elias Giacoumidis

Found 3 papers, 0 papers with code

Advanced Equalization in 112 Gb/s Upstream PON Using a Novel Fourier Convolution-based Network

no code implementations4 May 2024 Chen Shao, Elias Giacoumidis, Patrick Matalla, Jialei Li, Shi Li, Sebastian Randel, Andre Richter, Michael Faerber, Tobias Kaefer

We experimentally demonstrate a novel, low-complexity Fourier Convolution-based Network (FConvNet) based equalizer for 112 Gb/s upstream PAM4-PON.

Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey

no code implementations2 May 2024 Chen Shao, Syed Moktacim Billah, Elias Giacoumidis, Shi Li, Jialei Li, Prashasti Sahu, Andre Richter, Tobias Kaefer, Michael Faerber

Within this extensive survey, we outline the application of machine learning techniques in short-reach communications, specifically emphasizing their utilization in high-bandwidth demanding PONs.

Fault Detection Time Series +1

A Novel Machine Learning-based Equalizer for a Downstream 100G PAM-4 PON

no code implementations25 Apr 2024 Chen Shao, Elias Giacoumidis, Shi Li, Jialei Li, Michael Faerber, Tobias Kaefer, Andre Richter

A frequency-calibrated SCINet (FC-SCINet) equalizer is proposed for down-stream 100G PON with 28. 7 dB path loss.

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