Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication

Elias Arnold,Georg Böcherer,Eric Müller,Philipp Spilger,Johannes Schemmel,Stefano Calabrò,Maxim Kuschnerov

2022 European Conference on Optical Communication (ECOC)（2022）

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摘要

A spiking neural network (SNN) nonlinear equalizer model is implemented on the mixed-signal neuromorphic hardware system BrainScaleS-2 and evaluated for an IM/DD link. The BER 2e-3 is achieved with a hardware penalty less than 1 dB, outperforming numeric linear equalization.

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关键词

neuromorphic hardware,neural network equalization,optical,neural network

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