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A photonic complex perceptron for ultrafast data processing

In photonic neural network a key building block is the perceptron. Here, we describe and demonstrate a complex-valued photonic perceptron that combines time and space multiplexing in a fully passive silicon photonics integrated circuit to process data in the optical domain. A time dependent input bi...

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Autores principales: Mancinelli, Mattia, Bazzanella, Davide, Bettotti, Paolo, Pavesi, Lorenzo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8913748/
https://www.ncbi.nlm.nih.gov/pubmed/35273302
http://dx.doi.org/10.1038/s41598-022-08087-2
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author Mancinelli, Mattia
Bazzanella, Davide
Bettotti, Paolo
Pavesi, Lorenzo
author_facet Mancinelli, Mattia
Bazzanella, Davide
Bettotti, Paolo
Pavesi, Lorenzo
author_sort Mancinelli, Mattia
collection PubMed
description In photonic neural network a key building block is the perceptron. Here, we describe and demonstrate a complex-valued photonic perceptron that combines time and space multiplexing in a fully passive silicon photonics integrated circuit to process data in the optical domain. A time dependent input bit sequence is broadcasted into a few delay lines and detected by a photodiode. After detection, the phases are trained by a particle swarm algorithm to solve the given task. Since only the phases of the propagating optical modes are trained, signal attenuation in the perceptron due to amplitude modulation is avoided. The perceptron performs binary pattern recognition and few bit delayed XOR operations up to 16 Gbps (limited by the used electronics) with Bit Error Rates as low as [Formula: see text] .
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spelling pubmed-89137482022-03-14 A photonic complex perceptron for ultrafast data processing Mancinelli, Mattia Bazzanella, Davide Bettotti, Paolo Pavesi, Lorenzo Sci Rep Article In photonic neural network a key building block is the perceptron. Here, we describe and demonstrate a complex-valued photonic perceptron that combines time and space multiplexing in a fully passive silicon photonics integrated circuit to process data in the optical domain. A time dependent input bit sequence is broadcasted into a few delay lines and detected by a photodiode. After detection, the phases are trained by a particle swarm algorithm to solve the given task. Since only the phases of the propagating optical modes are trained, signal attenuation in the perceptron due to amplitude modulation is avoided. The perceptron performs binary pattern recognition and few bit delayed XOR operations up to 16 Gbps (limited by the used electronics) with Bit Error Rates as low as [Formula: see text] . Nature Publishing Group UK 2022-03-10 /pmc/articles/PMC8913748/ /pubmed/35273302 http://dx.doi.org/10.1038/s41598-022-08087-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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
Mancinelli, Mattia
Bazzanella, Davide
Bettotti, Paolo
Pavesi, Lorenzo
A photonic complex perceptron for ultrafast data processing
title A photonic complex perceptron for ultrafast data processing
title_full A photonic complex perceptron for ultrafast data processing
title_fullStr A photonic complex perceptron for ultrafast data processing
title_full_unstemmed A photonic complex perceptron for ultrafast data processing
title_short A photonic complex perceptron for ultrafast data processing
title_sort photonic complex perceptron for ultrafast data processing
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8913748/
https://www.ncbi.nlm.nih.gov/pubmed/35273302
http://dx.doi.org/10.1038/s41598-022-08087-2
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