Nonlinear Damage Compensation using Support Vector Regression

Lu Han; Yongjun Wang; Chao Li; Zhenhong Gao; Xiangjun Xin

doi:10.1109/ICOCN53177.2021.9563901

Nonlinear Damage Compensation using Support Vector Regression

Lu Han, Yongjun Wang^*, Chao Li, Zhenhong Gao, Xiangjun Xin

^*Corresponding author for this work

Beijing University of Posts and Telecommunications

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

1 Citation (Scopus)

Abstract

In this paper, a nonlinear equalizer based on perturbation theory and support vector regression is proposed and experimentally demonstrated for 64-QAM coherent optical communication system. Compared with ridge regression, better BER performance is obtained.

Original language	English
Title of host publication	2021 19th International Conference on Optical Communications and Networks, ICOCN 2021
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665424462
DOIs	https://doi.org/10.1109/ICOCN53177.2021.9563901
Publication status	Published - 2021
Externally published	Yes
Event	19th International Conference on Optical Communications and Networks, ICOCN 2021 - Qufu, China Duration: 23 Aug 2021 → 27 Aug 2021

Publication series

Name	2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

Conference

Conference	19th International Conference on Optical Communications and Networks, ICOCN 2021
Country/Territory	China
City	Qufu
Period	23/08/21 → 27/08/21

Keywords

Perturbation theory
Support vector regression
optical fiber nonlinearity

Access to Document

10.1109/ICOCN53177.2021.9563901

Cite this

Han, L., Wang, Y., Li, C., Gao, Z., & Xin, X. (2021). Nonlinear Damage Compensation using Support Vector Regression. In 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021 (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICOCN53177.2021.9563901

@inproceedings{8faa8c3f0ebe4d019ce394847f794d61,

title = "Nonlinear Damage Compensation using Support Vector Regression",

abstract = "In this paper, a nonlinear equalizer based on perturbation theory and support vector regression is proposed and experimentally demonstrated for 64-QAM coherent optical communication system. Compared with ridge regression, better BER performance is obtained.",

keywords = "Perturbation theory, Support vector regression, optical fiber nonlinearity",

author = "Lu Han and Yongjun Wang and Chao Li and Zhenhong Gao and Xiangjun Xin",

note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 19th International Conference on Optical Communications and Networks, ICOCN 2021 ; Conference date: 23-08-2021 Through 27-08-2021",

year = "2021",

doi = "10.1109/ICOCN53177.2021.9563901",

language = "English",

series = "2021 19th International Conference on Optical Communications and Networks, ICOCN 2021",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2021 19th International Conference on Optical Communications and Networks, ICOCN 2021",

address = "United States",

}

Han, L, Wang, Y, Li, C, Gao, Z & Xin, X 2021, Nonlinear Damage Compensation using Support Vector Regression. in 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021, Institute of Electrical and Electronics Engineers Inc., 19th International Conference on Optical Communications and Networks, ICOCN 2021, Qufu, China, 23/08/21. https://doi.org/10.1109/ICOCN53177.2021.9563901

Nonlinear Damage Compensation using Support Vector Regression. / Han, Lu; Wang, Yongjun; Li, Chao et al.
2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. Institute of Electrical and Electronics Engineers Inc., 2021. (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021).

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

TY - GEN

T1 - Nonlinear Damage Compensation using Support Vector Regression

AU - Han, Lu

AU - Wang, Yongjun

AU - Li, Chao

AU - Gao, Zhenhong

AU - Xin, Xiangjun

PY - 2021

Y1 - 2021

N2 - In this paper, a nonlinear equalizer based on perturbation theory and support vector regression is proposed and experimentally demonstrated for 64-QAM coherent optical communication system. Compared with ridge regression, better BER performance is obtained.

AB - In this paper, a nonlinear equalizer based on perturbation theory and support vector regression is proposed and experimentally demonstrated for 64-QAM coherent optical communication system. Compared with ridge regression, better BER performance is obtained.

KW - Perturbation theory

KW - Support vector regression

KW - optical fiber nonlinearity

UR - http://www.scopus.com/inward/record.url?scp=85125965776&partnerID=8YFLogxK

U2 - 10.1109/ICOCN53177.2021.9563901

DO - 10.1109/ICOCN53177.2021.9563901

M3 - Conference contribution

AN - SCOPUS:85125965776

T3 - 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

BT - 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 19th International Conference on Optical Communications and Networks, ICOCN 2021

Y2 - 23 August 2021 through 27 August 2021

ER -

Han L, Wang Y, Li C, Gao Z, Xin X. Nonlinear Damage Compensation using Support Vector Regression. In 2021 19th International Conference on Optical Communications and Networks, ICOCN 2021. Institute of Electrical and Electronics Engineers Inc. 2021. (2021 19th International Conference on Optical Communications and Networks, ICOCN 2021). doi: 10.1109/ICOCN53177.2021.9563901

Nonlinear Damage Compensation using Support Vector Regression

Abstract

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Keywords

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