Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul

Qi Zhou; Rui Zhang; You Wei Chen; Shuyi Shen; Shang Jen Su; Jeffrey Finkelstein; Gee Kung Chang

Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul

Qi Zhou
, Rui Zhang
, You Wei Chen
, Shuyi Shen
, Shang Jen Su
, Jeffrey Finkelstein
, Gee Kung Chang

Department of Electrical Engineering

University at Buffalo

Georgia Institute of Technology
Cox Communications, Inc.

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

5 Scopus citations

Abstract

We experimentally demonstrate a capacity-approaching transmission in 5G fronthaul utilizing PS-PAM8 and DNN. An 80-Gb/s over 20-km SSMF transmission performance is realized with a beyond 7.3-dB gross gain over uniform PAM modulations with linear post-equalization.

Original language	English
Title of host publication	2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781943580712
State	Published - Mar 2020
Event	2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - San Diego, United States Duration: Mar 8 2020 → Mar 12 2020

Publication series

Name	2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings

Conference

Conference	2020 Optical Fiber Communications Conference and Exhibition, OFC 2020
Country/Territory	United States
City	San Diego
Period	03/8/20 → 03/12/20

Cite this

Zhou, Q., Zhang, R., Chen, Y. W., Shen, S., Su, S. J., Finkelstein, J., & Chang, G. K. (2020). Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul. In 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings Article 9083372 (2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings). Institute of Electrical and Electronics Engineers Inc..

Zhou, Qi ; Zhang, Rui ; Chen, You Wei et al. / Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul. 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2020. (2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings).

@inproceedings{843a54f79a7045abb90a4304eafb3539,

title = "Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul",

abstract = "We experimentally demonstrate a capacity-approaching transmission in 5G fronthaul utilizing PS-PAM8 and DNN. An 80-Gb/s over 20-km SSMF transmission performance is realized with a beyond 7.3-dB gross gain over uniform PAM modulations with linear post-equalization.",

author = "Qi Zhou and Rui Zhang and Chen, \{You Wei\} and Shuyi Shen and Su, \{Shang Jen\} and Jeffrey Finkelstein and Chang, \{Gee Kung\}",

note = "Publisher Copyright: {\textcopyright} 2020 OSA.; 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 ; Conference date: 08-03-2020 Through 12-03-2020",

year = "2020",

month = mar,

language = "English",

series = "2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings",

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

booktitle = "2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings",

address = "United States",

}

Zhou, Q, Zhang, R, Chen, YW, Shen, S, Su, SJ, Finkelstein, J & Chang, GK 2020, Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul. in 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings., 9083372, 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020, San Diego, United States, 03/8/20.

Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul. / Zhou, Qi; Zhang, Rui; Chen, You Wei et al.
2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2020. 9083372 (2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings).

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

TY - GEN

T1 - Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul

AU - Zhou, Qi

AU - Zhang, Rui

AU - Chen, You Wei

AU - Shen, Shuyi

AU - Su, Shang Jen

AU - Finkelstein, Jeffrey

AU - Chang, Gee Kung

PY - 2020/3

Y1 - 2020/3

N2 - We experimentally demonstrate a capacity-approaching transmission in 5G fronthaul utilizing PS-PAM8 and DNN. An 80-Gb/s over 20-km SSMF transmission performance is realized with a beyond 7.3-dB gross gain over uniform PAM modulations with linear post-equalization.

AB - We experimentally demonstrate a capacity-approaching transmission in 5G fronthaul utilizing PS-PAM8 and DNN. An 80-Gb/s over 20-km SSMF transmission performance is realized with a beyond 7.3-dB gross gain over uniform PAM modulations with linear post-equalization.

UR - https://www.scopus.com/pages/publications/85085204336

M3 - Conference contribution

T3 - 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings

BT - 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020

Y2 - 8 March 2020 through 12 March 2020

ER -

Zhou Q, Zhang R, Chen YW, Shen S, Su SJ, Finkelstein J et al. Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul. In 2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2020. 9083372. (2020 Optical Fiber Communications Conference and Exhibition, OFC 2020 - Proceedings).

Combining Efficient Probabilistic Shaping and Deep Neural Network to Mitigate Capacity Crunch in 5G Fronthaul

Abstract

Publication series

Conference

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