mlsanityData to 14 Oct 2026

A Novel Machine Learning-based Equalizer for a Downstream 100G PAM-4 PON

arXiv 2405.00720 ↗First posted 25 Apr 2024eess.SP cs.LGcited by 2

Not on the map. Why?

Abstract (arXiv)

A frequency-calibrated SCINet (FC-SCINet) equalizer is proposed for down-stream 100G PON with 28.7 dB path loss. At 5 km, FC-SCINet improves the BER by 88.87% compared to FFE and a 3-layer DNN with 10.57% lower complexity.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 1 of its 6 references that are in the map. First posted on arXiv 25 Apr 2024.

Builds on

1 of 6 references.

References · 1

  1. 2021SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interactioncited by 338

Built on by

Cited by year

Citing papers per year: 2024: 2.

2 papers.

  1. 2024Machine Learning in Short-Reach Optical Systems: A Comprehensive Surveycited by 1
  2. 2024Advanced Equalization in 112 Gb/s Upstream PON Using a Novel Fourier Convolution-based Networkcited by 0