Archivio Istituzionale della RicercaWe experimentally model a VCSEL-based optical transmitter for high speed intra data center interconnects using a convolutional neural network digital twin. The device is able to effectively reproduce the VCSEL linear and nonlinear distortions on PAM4 signals transmitted at 107.2 Gbps, thus enabling the optimization of nonlinear VCSEL-MMF digital pre-distorters.
Experimental VCSEL Digital Twin modeling for net 100 Gb/s/λ nonlinear Digital Pre-Distortion / Minelli, Leonardo; Forghieri, Fabrizio; Gaudino, Roberto. - ELETTRONICO. - (2023). (Intervento presentato al convegno Conference on NUmerical Simulation of Optoelectronic Devices (NUSOD) tenutosi a Turin (Italy) nel 18-21 September 2023) [10.1109/NUSOD59562.2023.10273463].
Experimental VCSEL Digital Twin modeling for net 100 Gb/s/λ nonlinear Digital Pre-Distortion
Minelli, Leonardo;Gaudino, Roberto
2023
Abstract
We experimentally model a VCSEL-based optical transmitter for high speed intra data center interconnects using a convolutional neural network digital twin. The device is able to effectively reproduce the VCSEL linear and nonlinear distortions on PAM4 signals transmitted at 107.2 Gbps, thus enabling the optimization of nonlinear VCSEL-MMF digital pre-distorters.
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2023_NUSOD_accepted_preprint.pdf
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Minelli-Experimental.pdf
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https://hdl.handle.net/11583/2982378