Integrated photonic programmable random matrix generator with minimal active components
Abstract Random matrices are fundamental in photonic computing because of their ability to model and enhance complex light interactions and signal processing capabilities. In manipulating classical light, random operations are utilized for random projections and dimensionality reduction, which are i...
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Nature Portfolio
2025-02-01
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Series: | npj Nanophotonics |
Online Access: | https://doi.org/10.1038/s44310-025-00054-9 |
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author | Kevin Zelaya Mostafa Honari-Latifpour Mohammad-Ali Miri |
author_facet | Kevin Zelaya Mostafa Honari-Latifpour Mohammad-Ali Miri |
author_sort | Kevin Zelaya |
collection | DOAJ |
description | Abstract Random matrices are fundamental in photonic computing because of their ability to model and enhance complex light interactions and signal processing capabilities. In manipulating classical light, random operations are utilized for random projections and dimensionality reduction, which are important for analog signal processing, computing, and imaging. In quantum information processing, random unitary operations are essential to boson sampling algorithms for multiphoton states in linear photonic circuits. Random operations are typically realized in photonic circuits through fixed disordered structures or through large meshes of interferometers with reconfigurable phase shifters, requiring a large number of active components. In this article, we introduce a compact photonic circuit for generating random matrices by utilizing programmable phase modulation layers interlaced with a fixed mixing operator. We show that using only two random phase layers is sufficient for producing output optical signals with a white-noise profile, even for highly sparse input optical signals. We experimentally demonstrate these results using a silicon-based photonic circuit with tunable thermal phase shifters and waveguide lattices as mixing layers. The proposed circuit offers a practical method for generating random matrices for photonic information processing and for applications in data encryption. |
format | Article |
id | doaj-art-6369cb8d659d4bada94b2a4cfdab9cf4 |
institution | Kabale University |
issn | 2948-216X |
language | English |
publishDate | 2025-02-01 |
publisher | Nature Portfolio |
record_format | Article |
series | npj Nanophotonics |
spelling | doaj-art-6369cb8d659d4bada94b2a4cfdab9cf42025-02-09T12:40:32ZengNature Portfolionpj Nanophotonics2948-216X2025-02-012111110.1038/s44310-025-00054-9Integrated photonic programmable random matrix generator with minimal active componentsKevin Zelaya0Mostafa Honari-Latifpour1Mohammad-Ali Miri2Department of Physics, Queens College of the City University of New YorkDepartment of Physics, Queens College of the City University of New YorkDepartment of Physics, Queens College of the City University of New YorkAbstract Random matrices are fundamental in photonic computing because of their ability to model and enhance complex light interactions and signal processing capabilities. In manipulating classical light, random operations are utilized for random projections and dimensionality reduction, which are important for analog signal processing, computing, and imaging. In quantum information processing, random unitary operations are essential to boson sampling algorithms for multiphoton states in linear photonic circuits. Random operations are typically realized in photonic circuits through fixed disordered structures or through large meshes of interferometers with reconfigurable phase shifters, requiring a large number of active components. In this article, we introduce a compact photonic circuit for generating random matrices by utilizing programmable phase modulation layers interlaced with a fixed mixing operator. We show that using only two random phase layers is sufficient for producing output optical signals with a white-noise profile, even for highly sparse input optical signals. We experimentally demonstrate these results using a silicon-based photonic circuit with tunable thermal phase shifters and waveguide lattices as mixing layers. The proposed circuit offers a practical method for generating random matrices for photonic information processing and for applications in data encryption.https://doi.org/10.1038/s44310-025-00054-9 |
spellingShingle | Kevin Zelaya Mostafa Honari-Latifpour Mohammad-Ali Miri Integrated photonic programmable random matrix generator with minimal active components npj Nanophotonics |
title | Integrated photonic programmable random matrix generator with minimal active components |
title_full | Integrated photonic programmable random matrix generator with minimal active components |
title_fullStr | Integrated photonic programmable random matrix generator with minimal active components |
title_full_unstemmed | Integrated photonic programmable random matrix generator with minimal active components |
title_short | Integrated photonic programmable random matrix generator with minimal active components |
title_sort | integrated photonic programmable random matrix generator with minimal active components |
url | https://doi.org/10.1038/s44310-025-00054-9 |
work_keys_str_mv | AT kevinzelaya integratedphotonicprogrammablerandommatrixgeneratorwithminimalactivecomponents AT mostafahonarilatifpour integratedphotonicprogrammablerandommatrixgeneratorwithminimalactivecomponents AT mohammadalimiri integratedphotonicprogrammablerandommatrixgeneratorwithminimalactivecomponents |