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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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] . |
format | Online Article Text |
id | pubmed-8913748 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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