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physics.app-ph2019
Real-Time Machine Learning Based Fiber-Induced Nonlinearity Compensation in Energy-Efficient Coherent Optical Networks
Elias Giacoumidis, Yi Lin, Michaela Blott +1
We experimentally demonstrate the first field-programmable gate-array-based real-time fiber nonlinearity compensator (NLC) using sparse K-means++ machine learning clustering in an…
eess.SP2019★ 2 cited
DBSCAN for nonlinear equalization in high-capacity multi-carrier optical communications
Elias Giacoumidis, Yi Lin, Liam P. Barry
Coherent optical multi-carrier communications have recently dominated metro-regional and long-haul optical communications. However, the major obstacle of networks involving coheren…