Photonics for artificial intelligence and neuromorphic computing
Bhavin J. Shastri
1, 2
,
Alexander N. Tait
2, 3
,
Thomas Ferreira de Lima
2
,
Wolfram H. P. Pernice
4
,
H. Bhaskaran
5
,
C. M. Wright
6
,
Paul R. Prucnal
2
4
Publication type: Journal Article
Publication date: 2021-01-29
scimago Q1
wos Q1
SJR: 11.546
CiteScore: 53.6
Impact factor: 32.9
ISSN: 17494885, 17494893
Electronic, Optical and Magnetic Materials
Atomic and Molecular Physics, and Optics
Abstract
Research in photonic computing has flourished due to the proliferation of optoelectronic components on photonic integration platforms. Photonic integrated circuits have enabled ultrafast artificial neural networks, providing a framework for a new class of information processing machines. Algorithms running on such hardware have the potential to address the growing demand for machine learning and artificial intelligence in areas such as medical diagnosis, telecommunications, and high-performance and scientific computing. In parallel, the development of neuromorphic electronics has highlighted challenges in that domain, particularly related to processor latency. Neuromorphic photonics offers sub-nanosecond latencies, providing a complementary opportunity to extend the domain of artificial intelligence. Here, we review recent advances in integrated photonic neuromorphic systems, discuss current and future challenges, and outline the advances in science and technology needed to meet those challenges. Photonics offers an attractive platform for implementing neuromorphic computing due to its low latency, multiplexing capabilities and integrated on-chip technology.
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GOST
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Shastri B. J. et al. Photonics for artificial intelligence and neuromorphic computing // Nature Photonics. 2021. Vol. 15. No. 2. pp. 102-114.
GOST all authors (up to 50)
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Shastri B. J., Tait A. N., Ferreira de Lima T., Pernice W. H. P., Bhaskaran H., Wright C. M., Prucnal P. R. Photonics for artificial intelligence and neuromorphic computing // Nature Photonics. 2021. Vol. 15. No. 2. pp. 102-114.
Cite this
RIS
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TY - JOUR
DO - 10.1038/s41566-020-00754-y
UR - https://doi.org/10.1038/s41566-020-00754-y
TI - Photonics for artificial intelligence and neuromorphic computing
T2 - Nature Photonics
AU - Shastri, Bhavin J.
AU - Tait, Alexander N.
AU - Ferreira de Lima, Thomas
AU - Pernice, Wolfram H. P.
AU - Bhaskaran, H.
AU - Wright, C. M.
AU - Prucnal, Paul R.
PY - 2021
DA - 2021/01/29
PB - Springer Nature
SP - 102-114
IS - 2
VL - 15
SN - 1749-4885
SN - 1749-4893
ER -
Cite this
BibTex (up to 50 authors)
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@article{2021_Shastri,
author = {Bhavin J. Shastri and Alexander N. Tait and Thomas Ferreira de Lima and Wolfram H. P. Pernice and H. Bhaskaran and C. M. Wright and Paul R. Prucnal},
title = {Photonics for artificial intelligence and neuromorphic computing},
journal = {Nature Photonics},
year = {2021},
volume = {15},
publisher = {Springer Nature},
month = {jan},
url = {https://doi.org/10.1038/s41566-020-00754-y},
number = {2},
pages = {102--114},
doi = {10.1038/s41566-020-00754-y}
}
Cite this
MLA
Copy
Shastri, Bhavin J., et al. “Photonics for artificial intelligence and neuromorphic computing.” Nature Photonics, vol. 15, no. 2, Jan. 2021, pp. 102-114. https://doi.org/10.1038/s41566-020-00754-y.