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Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths

Photonics-based computing approaches in combination with wavelength division multiplexing offer a potential solution to modern data and bandwidth needs. This paper experimentally takes an important step towards wavelength division multiplexing in an integrated waveguide-based photonic reservoir comp...

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Autores principales: Gooskens, Emmanuel, Sackesyn, Stijn, Dambre, Joni, Bienstman, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10696004/
https://www.ncbi.nlm.nih.gov/pubmed/38049625
http://dx.doi.org/10.1038/s41598-023-48816-9
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author Gooskens, Emmanuel
Sackesyn, Stijn
Dambre, Joni
Bienstman, Peter
author_facet Gooskens, Emmanuel
Sackesyn, Stijn
Dambre, Joni
Bienstman, Peter
author_sort Gooskens, Emmanuel
collection PubMed
description Photonics-based computing approaches in combination with wavelength division multiplexing offer a potential solution to modern data and bandwidth needs. This paper experimentally takes an important step towards wavelength division multiplexing in an integrated waveguide-based photonic reservoir computing platform by using a single set of readout weights for up to at least 3 ITU-T channels to efficiently scale the data bandwidth when processing a nonlinear signal equalization task on a 28 Gbps modulated on-off keying signal. Using multiple-wavelength training, we obtain bit error rates well below that of the [Formula: see text] forward error correction limit at high fiber input powers of 18 dBm, which result in high nonlinear distortion. The results of the reservoir chip are compared to a tapped delay line filter and clearly show that the system performs nonlinear equalization. This was achieved using only limited post processing which in future work can be implemented in optical hardware as well.
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spelling pubmed-106960042023-12-06 Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths Gooskens, Emmanuel Sackesyn, Stijn Dambre, Joni Bienstman, Peter Sci Rep Article Photonics-based computing approaches in combination with wavelength division multiplexing offer a potential solution to modern data and bandwidth needs. This paper experimentally takes an important step towards wavelength division multiplexing in an integrated waveguide-based photonic reservoir computing platform by using a single set of readout weights for up to at least 3 ITU-T channels to efficiently scale the data bandwidth when processing a nonlinear signal equalization task on a 28 Gbps modulated on-off keying signal. Using multiple-wavelength training, we obtain bit error rates well below that of the [Formula: see text] forward error correction limit at high fiber input powers of 18 dBm, which result in high nonlinear distortion. The results of the reservoir chip are compared to a tapped delay line filter and clearly show that the system performs nonlinear equalization. This was achieved using only limited post processing which in future work can be implemented in optical hardware as well. Nature Publishing Group UK 2023-12-04 /pmc/articles/PMC10696004/ /pubmed/38049625 http://dx.doi.org/10.1038/s41598-023-48816-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Gooskens, Emmanuel
Sackesyn, Stijn
Dambre, Joni
Bienstman, Peter
Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title_full Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title_fullStr Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title_full_unstemmed Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title_short Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
title_sort experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10696004/
https://www.ncbi.nlm.nih.gov/pubmed/38049625
http://dx.doi.org/10.1038/s41598-023-48816-9
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