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Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems. / Averyanov, Evgeny; Redyuk, Alexey; Sidelnikov, Oleg et al.

2018 European Conference on Optical Communication, ECOC 2018. Vol. 2018-September Institute of Electrical and Electronics Engineers Inc., 2018. 8535338.

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

Harvard

Averyanov, E, Redyuk, A, Sidelnikov, O, Soroklna, M, Fedoruk, M & Turitsyn, S 2018, Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems. in 2018 European Conference on Optical Communication, ECOC 2018. vol. 2018-September, 8535338, Institute of Electrical and Electronics Engineers Inc., 2018 European Conference on Optical Communication, ECOC 2018, Rome, Italy, 23.09.2018. https://doi.org/10.1109/ECOC.2018.8535338

APA

Averyanov, E., Redyuk, A., Sidelnikov, O., Soroklna, M., Fedoruk, M., & Turitsyn, S. (2018). Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems. In 2018 European Conference on Optical Communication, ECOC 2018 (Vol. 2018-September). [8535338] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ECOC.2018.8535338

Vancouver

Averyanov E, Redyuk A, Sidelnikov O, Soroklna M, Fedoruk M, Turitsyn S. Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems. In 2018 European Conference on Optical Communication, ECOC 2018. Vol. 2018-September. Institute of Electrical and Electronics Engineers Inc. 2018. 8535338 doi: 10.1109/ECOC.2018.8535338

Author

Averyanov, Evgeny ; Redyuk, Alexey ; Sidelnikov, Oleg et al. / Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems. 2018 European Conference on Optical Communication, ECOC 2018. Vol. 2018-September Institute of Electrical and Electronics Engineers Inc., 2018.

BibTeX

@inproceedings{7ce673a963b84d57bdd1fe5ca64b6c4f,
title = "Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems",
abstract = "We propose a perturbation-based receiver-side machine-learning equalizer for inter- and intra-channel nonlinearity compensation in WDM systems. We show 1.6 dB and 0.6 dB Q2-factor improvement compared with linear equalization and DBP respectively for 1000km transmission of 3× 128Gbit/s DP-16QAM signal.",
author = "Evgeny Averyanov and Alexey Redyuk and Oleg Sidelnikov and Mariia Soroklna and Mikhail Fedoruk and Sergei Turitsyn",
year = "2018",
month = nov,
day = "14",
doi = "10.1109/ECOC.2018.8535338",
language = "English",
volume = "2018-September",
booktitle = "2018 European Conference on Optical Communication, ECOC 2018",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
address = "United States",
note = "2018 European Conference on Optical Communication, ECOC 2018 ; Conference date: 23-09-2018 Through 27-09-2018",

}

RIS

TY - GEN

T1 - Perturbative Machine Learning Technique for Nonlinear Impairments Compensation in WDM Systems

AU - Averyanov, Evgeny

AU - Redyuk, Alexey

AU - Sidelnikov, Oleg

AU - Soroklna, Mariia

AU - Fedoruk, Mikhail

AU - Turitsyn, Sergei

PY - 2018/11/14

Y1 - 2018/11/14

N2 - We propose a perturbation-based receiver-side machine-learning equalizer for inter- and intra-channel nonlinearity compensation in WDM systems. We show 1.6 dB and 0.6 dB Q2-factor improvement compared with linear equalization and DBP respectively for 1000km transmission of 3× 128Gbit/s DP-16QAM signal.

AB - We propose a perturbation-based receiver-side machine-learning equalizer for inter- and intra-channel nonlinearity compensation in WDM systems. We show 1.6 dB and 0.6 dB Q2-factor improvement compared with linear equalization and DBP respectively for 1000km transmission of 3× 128Gbit/s DP-16QAM signal.

UR - http://www.scopus.com/inward/record.url?scp=85063187809&partnerID=8YFLogxK

U2 - 10.1109/ECOC.2018.8535338

DO - 10.1109/ECOC.2018.8535338

M3 - Conference contribution

AN - SCOPUS:85063187809

VL - 2018-September

BT - 2018 European Conference on Optical Communication, ECOC 2018

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2018 European Conference on Optical Communication, ECOC 2018

Y2 - 23 September 2018 through 27 September 2018

ER -

ID: 18948294