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Optical neural network based on synthetic photonic lattices. / Pankov, Artem V.; Sidelnikov, Oleg S.; Vatnik, Ilya D. et al.

Optics and Photonics for Information Processing XV. ed. / Khan M. Iftekharuddin; Abdul A. S. Awwal; Victor Hugo Diaz-Ramirez; Andres Marquez. SPIE, 2021. 118410A (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11841).

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

Harvard

Pankov, AV, Sidelnikov, OS, Vatnik, ID, Churkin, DV & Sukhorukov, AA 2021, Optical neural network based on synthetic photonic lattices. in KM Iftekharuddin, AAS Awwal, VH Diaz-Ramirez & A Marquez (eds), Optics and Photonics for Information Processing XV., 118410A, Proceedings of SPIE - The International Society for Optical Engineering, vol. 11841, SPIE, Optics and Photonics for Information Processing XV 2021, San Diego, United States, 01.08.2021. https://doi.org/10.1117/12.2594086

APA

Pankov, A. V., Sidelnikov, O. S., Vatnik, I. D., Churkin, D. V., & Sukhorukov, A. A. (2021). Optical neural network based on synthetic photonic lattices. In K. M. Iftekharuddin, A. A. S. Awwal, V. H. Diaz-Ramirez, & A. Marquez (Eds.), Optics and Photonics for Information Processing XV [118410A] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11841). SPIE. https://doi.org/10.1117/12.2594086

Vancouver

Pankov AV, Sidelnikov OS, Vatnik ID, Churkin DV, Sukhorukov AA. Optical neural network based on synthetic photonic lattices. In Iftekharuddin KM, Awwal AAS, Diaz-Ramirez VH, Marquez A, editors, Optics and Photonics for Information Processing XV. SPIE. 2021. 118410A. (Proceedings of SPIE - The International Society for Optical Engineering). doi: 10.1117/12.2594086

Author

Pankov, Artem V. ; Sidelnikov, Oleg S. ; Vatnik, Ilya D. et al. / Optical neural network based on synthetic photonic lattices. Optics and Photonics for Information Processing XV. editor / Khan M. Iftekharuddin ; Abdul A. S. Awwal ; Victor Hugo Diaz-Ramirez ; Andres Marquez. SPIE, 2021. (Proceedings of SPIE - The International Society for Optical Engineering).

BibTeX

@inproceedings{c81c161ba5b645cbbbc63f89f70f8dd8,
title = "Optical neural network based on synthetic photonic lattices",
abstract = "We reveal that synthetic photonic lattices based on coupled fiber loops can realize deep neural networks for coherent manipulation of optical pulse trains, which could lead to advances in communications and real-Time data analysis. We show the platform feasibility for an essential task of telecommunication signal equalization. We also demonstrated that utilizing all-optical Kerr nonlinearity within the system may open a path to complex signal manipulation. ",
keywords = "Deep Neural Network, Optical Neural Networks, Synthetic Photonic Lattices",
author = "Pankov, {Artem V.} and Sidelnikov, {Oleg S.} and Vatnik, {Ilya D.} and Churkin, {Dmitry V.} and Sukhorukov, {Andrey A.}",
note = "Funding Information: This work is supported by Ministry of Education and Science of the Russian Federation (FSUS-2020-0034) and the Australian Research Council (DP190100277). Publisher Copyright: {\textcopyright} 2021 SPIE.; Optics and Photonics for Information Processing XV 2021 ; Conference date: 01-08-2021 Through 05-08-2021",
year = "2021",
doi = "10.1117/12.2594086",
language = "English",
series = "Proceedings of SPIE - The International Society for Optical Engineering",
publisher = "SPIE",
editor = "Iftekharuddin, {Khan M.} and Awwal, {Abdul A. S.} and Diaz-Ramirez, {Victor Hugo} and Andres Marquez",
booktitle = "Optics and Photonics for Information Processing XV",
address = "United States",

}

RIS

TY - GEN

T1 - Optical neural network based on synthetic photonic lattices

AU - Pankov, Artem V.

AU - Sidelnikov, Oleg S.

AU - Vatnik, Ilya D.

AU - Churkin, Dmitry V.

AU - Sukhorukov, Andrey A.

N1 - Funding Information: This work is supported by Ministry of Education and Science of the Russian Federation (FSUS-2020-0034) and the Australian Research Council (DP190100277). Publisher Copyright: © 2021 SPIE.

PY - 2021

Y1 - 2021

N2 - We reveal that synthetic photonic lattices based on coupled fiber loops can realize deep neural networks for coherent manipulation of optical pulse trains, which could lead to advances in communications and real-Time data analysis. We show the platform feasibility for an essential task of telecommunication signal equalization. We also demonstrated that utilizing all-optical Kerr nonlinearity within the system may open a path to complex signal manipulation.

AB - We reveal that synthetic photonic lattices based on coupled fiber loops can realize deep neural networks for coherent manipulation of optical pulse trains, which could lead to advances in communications and real-Time data analysis. We show the platform feasibility for an essential task of telecommunication signal equalization. We also demonstrated that utilizing all-optical Kerr nonlinearity within the system may open a path to complex signal manipulation.

KW - Deep Neural Network

KW - Optical Neural Networks

KW - Synthetic Photonic Lattices

UR - http://www.scopus.com/inward/record.url?scp=85118172070&partnerID=8YFLogxK

U2 - 10.1117/12.2594086

DO - 10.1117/12.2594086

M3 - Conference contribution

AN - SCOPUS:85118172070

T3 - Proceedings of SPIE - The International Society for Optical Engineering

BT - Optics and Photonics for Information Processing XV

A2 - Iftekharuddin, Khan M.

A2 - Awwal, Abdul A. S.

A2 - Diaz-Ramirez, Victor Hugo

A2 - Marquez, Andres

PB - SPIE

T2 - Optics and Photonics for Information Processing XV 2021

Y2 - 1 August 2021 through 5 August 2021

ER -

ID: 34538248