Learned Volterra Equalization for WDM Systems

Nelson Castro; Stylianos Sygletos

doi:10.1109/acp/poem59049.2023.10369039

Learned Volterra Equalization for WDM Systems

Nelson Castro, Stylianos Sygletos

Aston University

Research output: Chapter in Book/Published conference output › Conference publication

2 Citations (Scopus)

Abstract

We propose a learned MIMO Volterra scheme for mitigating Kerr-based intra- and inter-channel nonlinearity in WDM systems. We demonstrate a 1.2 dB improvement of the SNR over single-channel nonlinear equalization at two steps per span.

Original language	English
Title of host publication	2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)
Publisher	IEEE
ISBN (Electronic)	979-8-3503-1261-4
ISBN (Print)	979-8-3503-1262-1
DOIs	https://doi.org/10.1109/acp/poem59049.2023.10369039
Publication status	Published - 1 Jan 2024
Event	2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM) - Wuhan, China Duration: 4 Nov 2023 → 7 Nov 2023

Publication series

Name	2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)
Publisher	IEEE

Conference

Conference	2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)
Country/Territory	China
City	Wuhan
Period	4/11/23 → 7/11/23

Funding

This work was partially supported by the EPSRC projects TRANSNET(EP/R035342/1) and CREATE(EP/X019241/1)

Funders	Funder number
CREATE	EP/X019241/1
Engineering and Physical Sciences Research Council	EP/R035342/1

Keywords

Volterra series
machine learning
nonlinearity equalization
optical fiber systems

Access to Document

10.1109/acp/poem59049.2023.10369039

Cite this

Castro, N., & Sygletos, S. (2024). Learned Volterra Equalization for WDM Systems. In 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM) (2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)). IEEE. https://doi.org/10.1109/acp/poem59049.2023.10369039

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title = "Learned Volterra Equalization for WDM Systems",

abstract = "We propose a learned MIMO Volterra scheme for mitigating Kerr-based intra- and inter-channel nonlinearity in WDM systems. We demonstrate a 1.2 dB improvement of the SNR over single-channel nonlinear equalization at two steps per span.",

keywords = "Volterra series, machine learning, nonlinearity equalization, optical fiber systems",

author = "Nelson Castro and Stylianos Sygletos",

year = "2024",

month = jan,

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doi = "10.1109/acp/poem59049.2023.10369039",

language = "English",

isbn = "979-8-3503-1262-1",

series = "2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)",

publisher = "IEEE",

booktitle = "2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)",

address = "United States",

note = "2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM) ; Conference date: 04-11-2023 Through 07-11-2023",

}

Castro, N & Sygletos, S 2024, Learned Volterra Equalization for WDM Systems. in 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM). 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM), IEEE, 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM), Wuhan, China, 4/11/23. https://doi.org/10.1109/acp/poem59049.2023.10369039

Learned Volterra Equalization for WDM Systems. / Castro, Nelson; Sygletos, Stylianos.
2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM). IEEE, 2024. (2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)).

Research output: Chapter in Book/Published conference output › Conference publication

TY - GEN

T1 - Learned Volterra Equalization for WDM Systems

AU - Castro, Nelson

AU - Sygletos, Stylianos

PY - 2024/1/1

Y1 - 2024/1/1

N2 - We propose a learned MIMO Volterra scheme for mitigating Kerr-based intra- and inter-channel nonlinearity in WDM systems. We demonstrate a 1.2 dB improvement of the SNR over single-channel nonlinear equalization at two steps per span.

AB - We propose a learned MIMO Volterra scheme for mitigating Kerr-based intra- and inter-channel nonlinearity in WDM systems. We demonstrate a 1.2 dB improvement of the SNR over single-channel nonlinear equalization at two steps per span.

KW - Volterra series

KW - machine learning

KW - nonlinearity equalization

KW - optical fiber systems

UR - https://ieeexplore.ieee.org/document/10369039

UR - http://www.scopus.com/inward/record.url?scp=85183303988&partnerID=8YFLogxK

U2 - 10.1109/acp/poem59049.2023.10369039

DO - 10.1109/acp/poem59049.2023.10369039

M3 - Conference publication

SN - 979-8-3503-1262-1

T3 - 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)

BT - 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)

PB - IEEE

T2 - 2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)

Y2 - 4 November 2023 through 7 November 2023

ER -

Learned Volterra Equalization for WDM Systems

Abstract

Publication series

Conference

Funding

Keywords

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