LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial

Sen Shen; Ruizhi Yang; Haiyuan Li; Ziming Shi; Rui Wang; Reza Nejabati; Shuangyi Yan; Dimitra Simeonidou

doi:10.23919/OFC49934.2023.10116761

LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial

Sen Shen, Ruizhi Yang, Haiyuan Li, Ziming Shi, Rui Wang, Reza Nejabati, Shuangyi Yan, Dimitra Simeonidou

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

4 Citations (Scopus)

78 Downloads (Pure)

Abstract

We implement an LSTM-based algorithm to predict and analyse transmission performance and detect anomalies. Cross-validation of the model over two experimental datasets shows high precision of up to 96% for R2 to predict short-term variations.

Original language	English
Title of host publication	2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers (IEEE)
Number of pages	3
ISBN (Electronic)	9781957171180
ISBN (Print)	9798350312294
DOIs	https://doi.org/10.23919/OFC49934.2023.10116761
Publication status	Published - 19 May 2023
Event	The Optical Fiber Communications Conference And Exhibition - OFC 2023 - San Diego, United States Duration: 5 Mar 2023 → 9 Mar 2023

Publication series

Name	2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings

Conference

Conference	The Optical Fiber Communications Conference And Exhibition - OFC 2023
Country/Territory	United States
City	San Diego
Period	5/03/23 → 9/03/23

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Publisher Copyright:
© 2023 The Author(s).

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10.23919/OFC49934.2023.10116761

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This is the accepted author manuscript (AAM). The final published version (version of record) is available online via IEEE at https://doi.org/10.23919/OFC49934.2023.10116761. Please refer to any applicable terms of use of the publisher.
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Shen, S., Yang, R., Li, H., Shi, Z., Wang, R., Nejabati, R., Yan, S., & Simeonidou, D. (2023). LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial. In 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings Article W4G.4 (2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings). Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.23919/OFC49934.2023.10116761

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title = "LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial",

abstract = "We implement an LSTM-based algorithm to predict and analyse transmission performance and detect anomalies. Cross-validation of the model over two experimental datasets shows high precision of up to 96% for R2 to predict short-term variations.",

author = "Sen Shen and Ruizhi Yang and Haiyuan Li and Ziming Shi and Rui Wang and Reza Nejabati and Shuangyi Yan and Dimitra Simeonidou",

note = "Publisher Copyright: {\textcopyright} 2023 The Author(s).; The Optical Fiber Communications Conference And Exhibition - OFC 2023 ; Conference date: 05-03-2023 Through 09-03-2023",

year = "2023",

month = may,

day = "19",

doi = "10.23919/OFC49934.2023.10116761",

language = "English",

isbn = "9798350312294",

series = "2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers (IEEE)",

booktitle = "2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings",

address = "United States",

}

Shen, S , Yang, R , Li, H, Shi, Z, Wang, R, Nejabati, R, Yan, S & Simeonidou, D 2023, LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial. in 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings., W4G.4, 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings, Institute of Electrical and Electronics Engineers (IEEE), The Optical Fiber Communications Conference And Exhibition - OFC 2023, San Diego, California, United States, 5/03/23. https://doi.org/10.23919/OFC49934.2023.10116761

LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial. / Shen, Sen ; Yang, Ruizhi ; Li, Haiyuan et al.
2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE), 2023. W4G.4 (2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

TY - GEN

T1 - LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial

AU - Shen, Sen

AU - Yang, Ruizhi

AU - Li, Haiyuan

AU - Shi, Ziming

AU - Wang, Rui

AU - Nejabati, Reza

AU - Yan, Shuangyi

AU - Simeonidou, Dimitra

PY - 2023/5/19

Y1 - 2023/5/19

N2 - We implement an LSTM-based algorithm to predict and analyse transmission performance and detect anomalies. Cross-validation of the model over two experimental datasets shows high precision of up to 96% for R2 to predict short-term variations.

AB - We implement an LSTM-based algorithm to predict and analyse transmission performance and detect anomalies. Cross-validation of the model over two experimental datasets shows high precision of up to 96% for R2 to predict short-term variations.

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DO - 10.23919/OFC49934.2023.10116761

M3 - Conference Contribution (Conference Proceeding)

SN - 9798350312294

T3 - 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings

BT - 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings

PB - Institute of Electrical and Electronics Engineers (IEEE)

T2 - The Optical Fiber Communications Conference And Exhibition - OFC 2023

Y2 - 5 March 2023 through 9 March 2023

ER -

Shen S , Yang R , Li H, Shi Z, Wang R, Nejabati R et al. LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial. In 2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings. Institute of Electrical and Electronics Engineers (IEEE). 2023. W4G.4. (2023 Optical Fiber Communications Conference and Exhibition, OFC 2023 - Proceedings). doi: 10.23919/OFC49934.2023.10116761

LSTM Assisted Optical Transmission Performance Analysis over a 493-km Field-Trial

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