Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection

Chang Wang; Guoyao Chen; Haoyang Wang; Lin Sun; Jiangbing Du; Zuyuan He; Ke Xu; Bo Liu

doi:10.1109/ACP.2018.8595953

Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection

Chang Wang
, Guoyao Chen
, Haoyang Wang
, Lin Sun
, Jiangbing Du
, Zuyuan He
, Ke Xu
, Bo Liu

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

5 Scopus citations

Abstract

112-Gbps VCSEL-MMF optical interconnection has been experimentally demonstrated in this paper, based on DMT modulation assisted by machine learning signal processing. The results indicate an effective nonlinearity mitigation by machine learning detection of SVM with improved BER.

Original language	English
Title of host publication	2018 Asia Communications and Photonics Conference, ACP 2018
Publisher	OSA - The Optical Society
ISBN (Electronic)	9781538661581
DOIs	https://doi.org/10.1109/ACP.2018.8595953
State	Published - 28 Dec 2018
Externally published	Yes
Event	2018 Asia Communications and Photonics Conference, ACP 2018 - Hangzhou, China Duration: 26 Oct 2018 → 29 Oct 2018

Publication series

Name	Asia Communications and Photonics Conference, ACP
Volume	2018-October
ISSN (Print)	2162-108X

Conference

Conference	2018 Asia Communications and Photonics Conference, ACP 2018
Country/Territory	China
City	Hangzhou
Period	26/10/18 → 29/10/18

Keywords

discrete multi-tone modulation
machine learning
optical interconnection

Access to Document

10.1109/ACP.2018.8595953

Cite this

Wang, C., Chen, G., Wang, H., Sun, L., Du, J., He, Z., Xu, K., & Liu, B. (2018). Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection. In 2018 Asia Communications and Photonics Conference, ACP 2018 Article 8595953 (Asia Communications and Photonics Conference, ACP; Vol. 2018-October). OSA - The Optical Society. https://doi.org/10.1109/ACP.2018.8595953

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title = "Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection",

abstract = "112-Gbps VCSEL-MMF optical interconnection has been experimentally demonstrated in this paper, based on DMT modulation assisted by machine learning signal processing. The results indicate an effective nonlinearity mitigation by machine learning detection of SVM with improved BER.",

keywords = "discrete multi-tone modulation, machine learning, optical interconnection",

author = "Chang Wang and Guoyao Chen and Haoyang Wang and Lin Sun and Jiangbing Du and Zuyuan He and Ke Xu and Bo Liu",

note = "Publisher Copyright: {\textcopyright} 2018 IEEE.; 2018 Asia Communications and Photonics Conference, ACP 2018 ; Conference date: 26-10-2018 Through 29-10-2018",

year = "2018",

month = dec,

day = "28",

doi = "10.1109/ACP.2018.8595953",

language = "英语",

series = "Asia Communications and Photonics Conference, ACP",

publisher = "OSA - The Optical Society",

booktitle = "2018 Asia Communications and Photonics Conference, ACP 2018",

}

Wang, C, Chen, G, Wang, H, Sun, L, Du, J, He, Z, Xu, K & Liu, B 2018, Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection. in 2018 Asia Communications and Photonics Conference, ACP 2018., 8595953, Asia Communications and Photonics Conference, ACP, vol. 2018-October, OSA - The Optical Society, 2018 Asia Communications and Photonics Conference, ACP 2018, Hangzhou, China, 26/10/18. https://doi.org/10.1109/ACP.2018.8595953

Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection. / Wang, Chang; Chen, Guoyao; Wang, Haoyang et al.
2018 Asia Communications and Photonics Conference, ACP 2018. OSA - The Optical Society, 2018. 8595953 (Asia Communications and Photonics Conference, ACP; Vol. 2018-October).

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

TY - GEN

T1 - Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection

AU - Wang, Chang

AU - Chen, Guoyao

AU - Wang, Haoyang

AU - Sun, Lin

AU - Du, Jiangbing

AU - He, Zuyuan

AU - Xu, Ke

AU - Liu, Bo

PY - 2018/12/28

Y1 - 2018/12/28

N2 - 112-Gbps VCSEL-MMF optical interconnection has been experimentally demonstrated in this paper, based on DMT modulation assisted by machine learning signal processing. The results indicate an effective nonlinearity mitigation by machine learning detection of SVM with improved BER.

AB - 112-Gbps VCSEL-MMF optical interconnection has been experimentally demonstrated in this paper, based on DMT modulation assisted by machine learning signal processing. The results indicate an effective nonlinearity mitigation by machine learning detection of SVM with improved BER.

KW - discrete multi-tone modulation

KW - machine learning

KW - optical interconnection

UR - https://www.scopus.com/pages/publications/85061426350

U2 - 10.1109/ACP.2018.8595953

DO - 10.1109/ACP.2018.8595953

M3 - 会议稿件

AN - SCOPUS:85061426350

T3 - Asia Communications and Photonics Conference, ACP

BT - 2018 Asia Communications and Photonics Conference, ACP 2018

PB - OSA - The Optical Society

T2 - 2018 Asia Communications and Photonics Conference, ACP 2018

Y2 - 26 October 2018 through 29 October 2018

ER -

Machine Learning Detection for DMT Modulated 112-Gbps VCSEL-MMF Optical Interconnection

Abstract

Publication series

Conference

Keywords

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