Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping

O. S. Sidelnikov; A. S. Skidin; S. Sygletos; M. P. Fedoruk

doi:10.1364/BGPPM.2018.JTu5A.48

Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping

O. S. Sidelnikov^*, A. S. Skidin, S. Sygletos, M. P. Fedoruk

^*Corresponding author for this work

Novosibirsk State University

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

Abstract

We propose a combined approach to mitigate nonlinear fiber effects based on both the probabilistic shaping and static neural networks. We show that such combination can expand the system reach by 25-35%.

Original language	English
Title of host publication	Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018
Volume	Part F98-BGPPM 2018
ISBN (Electronic)	9781557528209
DOIs	https://doi.org/10.1364/BGPPM.2018.JTu5A.48
Publication status	Published - 5 Jul 2018
Event	Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018 - Zurich, Switzerland Duration: 2 Jul 2018 → 5 Jul 2018

Conference

Conference	Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018
Country/Territory	Switzerland
City	Zurich
Period	2/07/18 → 5/07/18

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10.1364/BGPPM.2018.JTu5A.48

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@inproceedings{0ae24ea387d04e638561f84683a08089,

title = "Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping",

abstract = "We propose a combined approach to mitigate nonlinear fiber effects based on both the probabilistic shaping and static neural networks. We show that such combination can expand the system reach by 25-35%.",

author = "Sidelnikov, {O. S.} and Skidin, {A. S.} and S. Sygletos and Fedoruk, {M. P.}",

year = "2018",

month = jul,

day = "5",

doi = "10.1364/BGPPM.2018.JTu5A.48",

language = "English",

volume = "Part F98-BGPPM 2018",

booktitle = "Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018",

note = "Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018 ; Conference date: 02-07-2018 Through 05-07-2018",

}

Sidelnikov, OS, Skidin, AS, Sygletos, S & Fedoruk, MP 2018, Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping. in Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018. vol. Part F98-BGPPM 2018, Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018, Zurich, Switzerland, 2/07/18. https://doi.org/10.1364/BGPPM.2018.JTu5A.48

TY - GEN

T1 - Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping

AU - Sidelnikov, O. S.

AU - Skidin, A. S.

AU - Sygletos, S.

AU - Fedoruk, M. P.

PY - 2018/7/5

Y1 - 2018/7/5

N2 - We propose a combined approach to mitigate nonlinear fiber effects based on both the probabilistic shaping and static neural networks. We show that such combination can expand the system reach by 25-35%.

AB - We propose a combined approach to mitigate nonlinear fiber effects based on both the probabilistic shaping and static neural networks. We show that such combination can expand the system reach by 25-35%.

UR - http://www.scopus.com/inward/record.url?scp=85051254266&partnerID=8YFLogxK

U2 - 10.1364/BGPPM.2018.JTu5A.48

DO - 10.1364/BGPPM.2018.JTu5A.48

M3 - Conference publication

AN - SCOPUS:85051254266

VL - Part F98-BGPPM 2018

BT - Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018

T2 - Bragg Gratings, Photosensitivity and Poling in Glass Waveguides and Materials, BGPPM 2018

Y2 - 2 July 2018 through 5 July 2018

ER -

Advanced methods to mitigate fiber nonlinearies using neural networks and probabilistic shaping

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