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Photonic matrix multiplication lights up photonic accelerator and beyond
Matrix computation, as a fundamental building block of information processing in science and technology, contributes most of the computational overheads in modern signal processing and artificial intelligence algorithms. Photonic accelerators are designed to accelerate specific categories of computi...
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/PMC8814250/ https://www.ncbi.nlm.nih.gov/pubmed/35115497 http://dx.doi.org/10.1038/s41377-022-00717-8 |
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author | Zhou, Hailong Dong, Jianji Cheng, Junwei Dong, Wenchan Huang, Chaoran Shen, Yichen Zhang, Qiming Gu, Min Qian, Chao Chen, Hongsheng Ruan, Zhichao Zhang, Xinliang |
author_facet | Zhou, Hailong Dong, Jianji Cheng, Junwei Dong, Wenchan Huang, Chaoran Shen, Yichen Zhang, Qiming Gu, Min Qian, Chao Chen, Hongsheng Ruan, Zhichao Zhang, Xinliang |
author_sort | Zhou, Hailong |
collection | PubMed |
description | Matrix computation, as a fundamental building block of information processing in science and technology, contributes most of the computational overheads in modern signal processing and artificial intelligence algorithms. Photonic accelerators are designed to accelerate specific categories of computing in the optical domain, especially matrix multiplication, to address the growing demand for computing resources and capacity. Photonic matrix multiplication has much potential to expand the domain of telecommunication, and artificial intelligence benefiting from its superior performance. Recent research in photonic matrix multiplication has flourished and may provide opportunities to develop applications that are unachievable at present by conventional electronic processors. In this review, we first introduce the methods of photonic matrix multiplication, mainly including the plane light conversion method, Mach–Zehnder interferometer method and wavelength division multiplexing method. We also summarize the developmental milestones of photonic matrix multiplication and the related applications. Then, we review their detailed advances in applications to optical signal processing and artificial neural networks in recent years. Finally, we comment on the challenges and perspectives of photonic matrix multiplication and photonic acceleration. |
format | Online Article Text |
id | pubmed-8814250 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-88142502022-02-16 Photonic matrix multiplication lights up photonic accelerator and beyond Zhou, Hailong Dong, Jianji Cheng, Junwei Dong, Wenchan Huang, Chaoran Shen, Yichen Zhang, Qiming Gu, Min Qian, Chao Chen, Hongsheng Ruan, Zhichao Zhang, Xinliang Light Sci Appl Review Article Matrix computation, as a fundamental building block of information processing in science and technology, contributes most of the computational overheads in modern signal processing and artificial intelligence algorithms. Photonic accelerators are designed to accelerate specific categories of computing in the optical domain, especially matrix multiplication, to address the growing demand for computing resources and capacity. Photonic matrix multiplication has much potential to expand the domain of telecommunication, and artificial intelligence benefiting from its superior performance. Recent research in photonic matrix multiplication has flourished and may provide opportunities to develop applications that are unachievable at present by conventional electronic processors. In this review, we first introduce the methods of photonic matrix multiplication, mainly including the plane light conversion method, Mach–Zehnder interferometer method and wavelength division multiplexing method. We also summarize the developmental milestones of photonic matrix multiplication and the related applications. Then, we review their detailed advances in applications to optical signal processing and artificial neural networks in recent years. Finally, we comment on the challenges and perspectives of photonic matrix multiplication and photonic acceleration. Nature Publishing Group UK 2022-02-03 /pmc/articles/PMC8814250/ /pubmed/35115497 http://dx.doi.org/10.1038/s41377-022-00717-8 Text en © The Author(s) 2022 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Review Article Zhou, Hailong Dong, Jianji Cheng, Junwei Dong, Wenchan Huang, Chaoran Shen, Yichen Zhang, Qiming Gu, Min Qian, Chao Chen, Hongsheng Ruan, Zhichao Zhang, Xinliang Photonic matrix multiplication lights up photonic accelerator and beyond |
title | Photonic matrix multiplication lights up photonic accelerator and beyond |
title_full | Photonic matrix multiplication lights up photonic accelerator and beyond |
title_fullStr | Photonic matrix multiplication lights up photonic accelerator and beyond |
title_full_unstemmed | Photonic matrix multiplication lights up photonic accelerator and beyond |
title_short | Photonic matrix multiplication lights up photonic accelerator and beyond |
title_sort | photonic matrix multiplication lights up photonic accelerator and beyond |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8814250/ https://www.ncbi.nlm.nih.gov/pubmed/35115497 http://dx.doi.org/10.1038/s41377-022-00717-8 |
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