arXiv Open Access 2024

Non-linear Equalization in 112 Gb/s PONs Using Kolmogorov-Arnold Networks

Rodrigo Fischer Patrick Matalla Sebastian Randel Laurent Schmalen

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Abstrak

We investigate Kolmogorov-Arnold networks (KANs) for non-linear equalization of 112 Gb/s PAM4 passive optical networks (PONs). Using pruning and extensive hyperparameter search, we outperform linear equalizers and convolutional neural networks at low computational complexity.

Topik & Kata Kunci

eess.SP cs.LG

Penulis (4)

Rodrigo Fischer

Patrick Matalla

Sebastian Randel

Laurent Schmalen

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APA MLA BibTeX

Fischer, R., Matalla, P., Randel, S., Schmalen, L. (2024). Non-linear Equalization in 112 Gb/s PONs Using Kolmogorov-Arnold Networks. https://arxiv.org/abs/2411.19631

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Informasi Jurnal

Tahun Terbit: 2024
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓