3 papers
eess.SP2024
Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey
Chen Shao, Elias Giacoumidis, Syed Moktacim Billah +6
In recent years, extensive research has been conducted to explore the utilization of machine learning algorithms in various direct-detected and self-coherent short-reach communicat…
cs.LG2024
Advanced Equalization in 112 Gb/s Upstream PON Using a Novel Fourier Convolution-based Network
Chen Shao, Elias Giacoumidis, Patrick Matalla +6
We experimentally demonstrate a novel, low-complexity Fourier Convolution-based Network (FConvNet) based equalizer for 112 Gb/s upstream PAM4-PON. At a BER of 0.005, FConvNet enhan…
eess.SP2024
A Novel Machine Learning-based Equalizer for a Downstream 100G PAM-4 PON
Chen Shao, Elias Giacoumidis, Shi Li +4
A frequency-calibrated SCINet (FC-SCINet) equalizer is proposed for down-stream 100G PON with 28.7 dB path loss. At 5 km, FC-SCINet improves the BER by 88.87% compared to FFE and a…