Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks

Stephen L. Murphy; Fariba Jamali; Paul D. Townsend; Cleitus Antony

doi:10.1049/icp.2023.2580

Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks

University College Cork

Research output: Chapter in Book/Report/Conference proceedings › Chapter › peer-review

Abstract

We present a novel equaliser based on a neural network with skip connections for 100 Gbit/s PAM4 SOA-preamplfied PONs which can converge within 2000 symbols on a burst-by-burst basis, and effectively compensate SOA patterning and 81.6 ps/nm fiber dispersion, enabling 21 dB system dynamic range.

Original language	English
Title of host publication	49th European Conference on Optical Communications, ECOC 2023
Publisher	Institution of Engineering and Technology
Pages	1422-1425
Number of pages	4
Volume	2023
Edition	34
ISBN (Electronic)	9781837240241, 9781837240258, 9781837240753, 9781837240814, 9781837240821, 9781837240982, 9781839539268, 9781839539923, 9781839539954
DOIs	https://doi.org/10.1049/icp.2023.2580
Publication status	Published - 2023
Event	49th European Conference on Optical Communications, ECOC 2023 - Hybrid, Glasgow, United Kingdom Duration: 1 Oct 2023 → 5 Oct 2023

Conference

Conference	49th European Conference on Optical Communications, ECOC 2023
Country/Territory	United Kingdom
City	Hybrid, Glasgow
Period	1/10/23 → 5/10/23

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10.1049/icp.2023.2580

Cite this

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title = "Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks",

abstract = "We present a novel equaliser based on a neural network with skip connections for 100 Gbit/s PAM4 SOA-preamplfied PONs which can converge within 2000 symbols on a burst-by-burst basis, and effectively compensate SOA patterning and 81.6 ps/nm fiber dispersion, enabling 21 dB system dynamic range.",

author = "Murphy, \{Stephen L.\} and Fariba Jamali and Townsend, \{Paul D.\} and Cleitus Antony",

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year = "2023",

doi = "10.1049/icp.2023.2580",

language = "English",

volume = "2023",

pages = "1422--1425",

booktitle = "49th European Conference on Optical Communications, ECOC 2023",

publisher = "Institution of Engineering and Technology",

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Murphy, SL, Jamali, F, Townsend, PD & Antony, C 2023, Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks. in 49th European Conference on Optical Communications, ECOC 2023. 34 edn, vol. 2023, Institution of Engineering and Technology, pp. 1422-1425, 49th European Conference on Optical Communications, ECOC 2023, Hybrid, Glasgow, United Kingdom, 1/10/23. https://doi.org/10.1049/icp.2023.2580

Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks. / Murphy, Stephen L.; Jamali, Fariba; Townsend, Paul D. et al.
49th European Conference on Optical Communications, ECOC 2023. Vol. 2023 34. ed. Institution of Engineering and Technology, 2023. p. 1422-1425.

Research output: Chapter in Book/Report/Conference proceedings › Chapter › peer-review

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ER -

Adaptive Neural Network Equalisation Using Skip Connections for Future 100 Gbit/s/λ Passive Optical Networks

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