KIP publications

year 2022
author(s) Elias Arnold, Georg Böcherer, Eric Müller, Philipp Spilger, Johannes Schemmel, Stefano Calabrò, Maxim Kuschnerov
title Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication
KIP-Nummer HD-KIP 22-36
KIP-Gruppe(n) F9
document type Paper
Abstract (de)


 

Abstract (en)

A spiking neural network (SNN) non-linear 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.

bibtex
@inproceedings{arnold2022neuromorphic,
  author   = {Elias Arnold and Georg Böcherer and Eric Müller and Philipp Spilger and Johannes Schemmel and Stefano Calabrò and Maxim Kuschnerov},
  title    = {Spiking Neural Network Equalization on Neuromorphic Hardware for IM/DD Optical Communication},
  booktitle = {European Conference on Optical Communication (ECOC)},
  year     = {2022},
  volume   = {},
  pages    = {},
  note     = {https://arxiv.org/abs/2206.00401}
}
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