Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission

Lucas Zischler; Ruby S.B. Ospina; Robson A. Colares; Menno van den Hout; Chigo Okonkwo; Raphael B. Alencar; Carmelo J.A. Bastos Filho; Darli A.A. Mello

doi:10.1109/SBFotonIOPC62248.2024.10813465

Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission

Lucas Zischler, Ruby S.B. Ospina, Robson A. Colares, Menno van den Hout, Chigo Okonkwo, Raphael B. Alencar, Carmelo J.A. Bastos Filho, Darli A.A. Mello

Electro-Optical Communication

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

Abstract

We propose an ANN-based model to estimate MDG-induced capacity and SNR loss in SDM transmission using MMSE equalizer coefficients and per-mode post-filtering SNR. Simulation and experiments validate its accuracy.

Original language	English
Title of host publication	2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024
Publisher	Institute of Electrical and Electronics Engineers
Number of pages	3
ISBN (Electronic)	979-8-3503-8817-6
DOIs	https://doi.org/10.1109/SBFotonIOPC62248.2024.10813465
Publication status	Published - 31 Dec 2024
Event	2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024 - Salvador, Brazil Duration: 11 Nov 2024 → 13 Nov 2024

Conference

Conference	2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024
Country/Territory	Brazil
City	Salvador
Period	11/11/24 → 13/11/24

Keywords

ANN
MMSE equalizer
Optical communications
Performance monitoring
SDM

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10.1109/SBFotonIOPC62248.2024.10813465

Cite this

Zischler, L., Ospina, R. S. B., Colares, R. A., van den Hout, M., Okonkwo, C., Alencar, R. B., Bastos Filho, C. J. A., & Mello, D. A. A. (2024). Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission. In 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024 Article 10813465 Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/SBFotonIOPC62248.2024.10813465

@inproceedings{4d999fee1b814bc399eba457f94f0568,

title = "Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission",

abstract = "We propose an ANN-based model to estimate MDG-induced capacity and SNR loss in SDM transmission using MMSE equalizer coefficients and per-mode post-filtering SNR. Simulation and experiments validate its accuracy.",

keywords = "ANN, MMSE equalizer, Optical communications, Performance monitoring, SDM",

author = "Lucas Zischler and Ospina, {Ruby S.B.} and Colares, {Robson A.} and {van den Hout}, Menno and Chigo Okonkwo and Alencar, {Raphael B.} and {Bastos Filho}, {Carmelo J.A.} and Mello, {Darli A.A.}",

year = "2024",

month = dec,

day = "31",

doi = "10.1109/SBFotonIOPC62248.2024.10813465",

language = "English",

booktitle = "2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024",

publisher = "Institute of Electrical and Electronics Engineers",

address = "United States",

note = "2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024 ; Conference date: 11-11-2024 Through 13-11-2024",

}

Zischler, L, Ospina, RSB, Colares, RA, van den Hout, M , Okonkwo, C, Alencar, RB, Bastos Filho, CJA & Mello, DAA 2024, Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission. in 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024., 10813465, Institute of Electrical and Electronics Engineers, 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024, Salvador, Brazil, 11/11/24. https://doi.org/10.1109/SBFotonIOPC62248.2024.10813465

Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission. / Zischler, Lucas; Ospina, Ruby S.B.; Colares, Robson A. et al.
2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024. Institute of Electrical and Electronics Engineers, 2024. 10813465.

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

TY - GEN

T1 - Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission

AU - Zischler, Lucas

AU - Ospina, Ruby S.B.

AU - Colares, Robson A.

AU - van den Hout, Menno

AU - Okonkwo, Chigo

AU - Alencar, Raphael B.

AU - Bastos Filho, Carmelo J.A.

AU - Mello, Darli A.A.

PY - 2024/12/31

Y1 - 2024/12/31

N2 - We propose an ANN-based model to estimate MDG-induced capacity and SNR loss in SDM transmission using MMSE equalizer coefficients and per-mode post-filtering SNR. Simulation and experiments validate its accuracy.

AB - We propose an ANN-based model to estimate MDG-induced capacity and SNR loss in SDM transmission using MMSE equalizer coefficients and per-mode post-filtering SNR. Simulation and experiments validate its accuracy.

KW - ANN

KW - MMSE equalizer

KW - Optical communications

KW - Performance monitoring

KW - SDM

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U2 - 10.1109/SBFotonIOPC62248.2024.10813465

DO - 10.1109/SBFotonIOPC62248.2024.10813465

M3 - Conference contribution

AN - SCOPUS:85216547169

BT - 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024

PB - Institute of Electrical and Electronics Engineers

T2 - 2024 SBFoton International Optics and Photonics Conference, SBFoton IOPC 2024

Y2 - 11 November 2024 through 13 November 2024

ER -

Estimating Capacity and SNR Loss Induced by MDG Using ANNs in Optical SDM Transmission

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