Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems

Long Hoang Nguyen; Sonia Boscolo; Andrew D. Ellis; Stylianos Sygletos

doi:10.1364/CLEO_SI.2023.SM3I.5

Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems

Long Hoang Nguyen, Sonia Boscolo, Andrew D. Ellis, Stylianos Sygletos

Research output: Chapter in Book/Published conference output › Chapter (peer-reviewed) › peer-review

2 Citations (Scopus)

Abstract

We numerically demonstrate a digital signal processing method for compensating the phase-to-amplitude distortion caused by the interaction of imperfect counter-phasing pump dithering with the dispersive fibre channel in optical phase conjugated transmission systems.

Original language	English
Title of host publication	Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023)
Subtitle of host publication	Science and Innovations, CLEO:S and I 2023
Publisher	IEEE
Number of pages	2
ISBN (Electronic)	978-1-957171-25-8
DOIs	https://doi.org/10.1364/CLEO_SI.2023.SM3I.5 https://doi.org/10.1364/CLEO_AT.2023.SM3I.5
Publication status	Published - Jul 2023
Event	Conference on Lasers and Electro-Optics (CLEO 2023) - San Jose McEnery Convention Center, San Jose, United States Duration: 7 May 2023 → 12 May 2023 https://www.cleoconference.org/home/about-cleo/

Publication series

Name	2023 Conference on Lasers and Electro-Optics, CLEO 2023

Conference

Conference	Conference on Lasers and Electro-Optics (CLEO 2023)
Abbreviated title	CLEO 2023
Country/Territory	United States
City	San Jose
Period	7/05/23 → 12/05/23
Internet address	https://www.cleoconference.org/home/about-cleo/

Bibliographical note

Funding: This work was supported by H2020 MSCA ETN project POST-DIGITAL (EC GA 860360)band the EPSRC grants PHOS (EP/S003436/1) and TRANSNET (EP/R035342/1).
Copyright © 2023 The Author(s)

Funding

We have developed a DSP scheme to tackle the phase-to-amplitude noise transfer due to interaction of pump dithering PN with fibre dispersion in mid-link OPC systems. By using a ML algorithm assisted by the BPS method, we have shown significant BER improvement on a 28 Gbaud 16-QAM signal over long transmission lengths. Acknowledgements: This work was supported by H2020 MSCA ETN project POST-DIGITAL (EC GA 860360) and the EPSRC grants PHOS (EP/S003436/1) and TRANSNET (EP/R035342/1)

Funders	Funder number
H2020 MSCA	EC GA 860360
PHOS	EP/S003436/1
TRANSNET	EP/R035342/1
Engineering and Physical Sciences Research Council

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Nguyen, L. H., Boscolo, S., Ellis, A. D., & Sygletos, S. (2023). Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems. In Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023): Science and Innovations, CLEO:S and I 2023 Article SM3I.5 (2023 Conference on Lasers and Electro-Optics, CLEO 2023). IEEE. https://doi.org/10.1364/CLEO_SI.2023.SM3I.5, https://doi.org/10.1364/CLEO_AT.2023.SM3I.5

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title = "Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems",

abstract = "We numerically demonstrate a digital signal processing method for compensating the phase-to-amplitude distortion caused by the interaction of imperfect counter-phasing pump dithering with the dispersive fibre channel in optical phase conjugated transmission systems.",

author = "Nguyen, {Long Hoang} and Sonia Boscolo and Ellis, {Andrew D.} and Stylianos Sygletos",

note = "Funding: This work was supported by H2020 MSCA ETN project POST-DIGITAL (EC GA 860360)band the EPSRC grants PHOS (EP/S003436/1) and TRANSNET (EP/R035342/1). Copyright {\textcopyright} 2023 The Author(s); Conference on Lasers and Electro-Optics (CLEO 2023), CLEO 2023 ; Conference date: 07-05-2023 Through 12-05-2023",

year = "2023",

month = jul,

doi = "10.1364/CLEO_SI.2023.SM3I.5",

language = "English",

series = "2023 Conference on Lasers and Electro-Optics, CLEO 2023",

publisher = "IEEE",

booktitle = "Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023)",

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Nguyen, LH, Boscolo, S , Ellis, AD & Sygletos, S 2023, Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems. in Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023): Science and Innovations, CLEO:S and I 2023., SM3I.5, 2023 Conference on Lasers and Electro-Optics, CLEO 2023, IEEE, Conference on Lasers and Electro-Optics (CLEO 2023), San Jose, California, United States, 7/05/23. https://doi.org/10.1364/CLEO_SI.2023.SM3I.5, https://doi.org/10.1364/CLEO_AT.2023.SM3I.5

Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems. / Nguyen, Long Hoang; Boscolo, Sonia ; Ellis, Andrew D. et al.
Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023): Science and Innovations, CLEO:S and I 2023. IEEE, 2023. SM3I.5 (2023 Conference on Lasers and Electro-Optics, CLEO 2023).

Research output: Chapter in Book/Published conference output › Chapter (peer-reviewed) › peer-review

TY - CHAP

T1 - Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems

AU - Nguyen, Long Hoang

AU - Boscolo, Sonia

AU - Ellis, Andrew D.

AU - Sygletos, Stylianos

PY - 2023/7

Y1 - 2023/7

N2 - We numerically demonstrate a digital signal processing method for compensating the phase-to-amplitude distortion caused by the interaction of imperfect counter-phasing pump dithering with the dispersive fibre channel in optical phase conjugated transmission systems.

AB - We numerically demonstrate a digital signal processing method for compensating the phase-to-amplitude distortion caused by the interaction of imperfect counter-phasing pump dithering with the dispersive fibre channel in optical phase conjugated transmission systems.

UR - https://opg.optica.org/abstract.cfm?uri=CLEO_SI-2023-SM3I.5

U2 - 10.1364/CLEO_SI.2023.SM3I.5

DO - 10.1364/CLEO_SI.2023.SM3I.5

M3 - Chapter (peer-reviewed)

AN - SCOPUS:85176336469

T3 - 2023 Conference on Lasers and Electro-Optics, CLEO 2023

BT - Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023)

PB - IEEE

T2 - Conference on Lasers and Electro-Optics (CLEO 2023)

Y2 - 7 May 2023 through 12 May 2023

ER -

Nguyen LH, Boscolo S , Ellis AD , Sygletos S. Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems. In Technical Digest of the Conference on Lasers and Electro-Optics (CLEO 2023): Science and Innovations, CLEO:S and I 2023. IEEE. 2023. SM3I.5. (2023 Conference on Lasers and Electro-Optics, CLEO 2023). doi: 10.1364/CLEO_SI.2023.SM3I.5, 10.1364/CLEO_AT.2023.SM3I.5

Machine learning enabled compensation of phase-to-amplitude distortion in OPC systems

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