NELGSPApr 27, 2023

Spiking Neural Network Decision Feedback Equalization for IM/DD Systems

arXiv:2304.14152v17 citationsh-index: 31
Originality Synthesis-oriented
AI Analysis

This addresses signal quality issues in optical communication systems, but it appears incremental as it adapts an existing SNN method to a specific domain.

The paper tackled signal distortion in intensity-modulation/direct-detection (IM/DD) optical communication systems by applying a spiking neural network (SNN) with decision feedback equalization, resulting in the SNN outperforming linear and artificial neural network (ANN) based equalizers.

A spiking neural network (SNN) equalizer with a decision feedback structure is applied to an IM/DD link with various parameters. The SNN outperforms linear and artificial neural network (ANN) based equalizers.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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