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Published December 6, 2021 | Version 1.0
Presentation Open

Machine Learning algorithms for optimized data transmission links

  • 1. Technical University of Denmark

Description

Machine Learning algorithms for optimized data transmission links

Part I: Communicating over the optical fiber with ML:
Long haul communication – Optimizing signalling schemes for performance/robustness
Short reach communication – Combating power fading effects with equalization

Part II: Photonic ML accelerators
Weight training on integrated photonics – Impact of thermal crosstalk; Offline training: chip model accuracy vs. task performance

Notes

Further supported by: Villum Foundations (VYI grant OPTIC-AI no.29344)

Files

F Da Ros Machine Learning algorithms for optimized data transmission links _2021.pdf

Additional details

Funding

MENTOR – Machine LEarning in Optical NeTwORks 956713
European Commission
FONTE – Fibre optic nonlinear technologies 766115
European Commission
FRECOM – Nonlinear-Distortion Free Communication over the Optical Fibre Channel 771878
European Commission