An optical neural chip for implementing complex-valued neural network

Most demonstrations of optical neural networks for computing have been so far limited to real-valued frameworks. Here, the authors implement complex-valued operations in an optical neural chip that integrates input preparation, weight multiplication and output generation within a single device.

Guardado en:
Detalles Bibliográficos
Autores principales: H. Zhang, M. Gu, X. D. Jiang, J. Thompson, H. Cai, S. Paesani, R. Santagati, A. Laing, Y. Zhang, M. H. Yung, Y. Z. Shi, F. K. Muhammad, G. Q. Lo, X. S. Luo, B. Dong, D. L. Kwong, L. C. Kwek, A. Q. Liu
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
Materias:
Q
Acceso en línea:https://doaj.org/article/8c12539e26d64bb0a54604cb402fa689
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:doaj.org-article:8c12539e26d64bb0a54604cb402fa689
record_format dspace
spelling oai:doaj.org-article:8c12539e26d64bb0a54604cb402fa6892021-12-02T14:18:55ZAn optical neural chip for implementing complex-valued neural network10.1038/s41467-020-20719-72041-1723https://doaj.org/article/8c12539e26d64bb0a54604cb402fa6892021-01-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-20719-7https://doaj.org/toc/2041-1723Most demonstrations of optical neural networks for computing have been so far limited to real-valued frameworks. Here, the authors implement complex-valued operations in an optical neural chip that integrates input preparation, weight multiplication and output generation within a single device.H. ZhangM. GuX. D. JiangJ. ThompsonH. CaiS. PaesaniR. SantagatiA. LaingY. ZhangM. H. YungY. Z. ShiF. K. MuhammadG. Q. LoX. S. LuoB. DongD. L. KwongL. C. KwekA. Q. LiuNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-11 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
H. Zhang
M. Gu
X. D. Jiang
J. Thompson
H. Cai
S. Paesani
R. Santagati
A. Laing
Y. Zhang
M. H. Yung
Y. Z. Shi
F. K. Muhammad
G. Q. Lo
X. S. Luo
B. Dong
D. L. Kwong
L. C. Kwek
A. Q. Liu
An optical neural chip for implementing complex-valued neural network
description Most demonstrations of optical neural networks for computing have been so far limited to real-valued frameworks. Here, the authors implement complex-valued operations in an optical neural chip that integrates input preparation, weight multiplication and output generation within a single device.
format article
author H. Zhang
M. Gu
X. D. Jiang
J. Thompson
H. Cai
S. Paesani
R. Santagati
A. Laing
Y. Zhang
M. H. Yung
Y. Z. Shi
F. K. Muhammad
G. Q. Lo
X. S. Luo
B. Dong
D. L. Kwong
L. C. Kwek
A. Q. Liu
author_facet H. Zhang
M. Gu
X. D. Jiang
J. Thompson
H. Cai
S. Paesani
R. Santagati
A. Laing
Y. Zhang
M. H. Yung
Y. Z. Shi
F. K. Muhammad
G. Q. Lo
X. S. Luo
B. Dong
D. L. Kwong
L. C. Kwek
A. Q. Liu
author_sort H. Zhang
title An optical neural chip for implementing complex-valued neural network
title_short An optical neural chip for implementing complex-valued neural network
title_full An optical neural chip for implementing complex-valued neural network
title_fullStr An optical neural chip for implementing complex-valued neural network
title_full_unstemmed An optical neural chip for implementing complex-valued neural network
title_sort optical neural chip for implementing complex-valued neural network
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/8c12539e26d64bb0a54604cb402fa689
work_keys_str_mv AT hzhang anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT mgu anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT xdjiang anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT jthompson anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT hcai anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT spaesani anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT rsantagati anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT alaing anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT yzhang anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT mhyung anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT yzshi anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT fkmuhammad anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT gqlo anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT xsluo anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT bdong anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT dlkwong anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT lckwek anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT aqliu anopticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT hzhang opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT mgu opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT xdjiang opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT jthompson opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT hcai opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT spaesani opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT rsantagati opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT alaing opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT yzhang opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT mhyung opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT yzshi opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT fkmuhammad opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT gqlo opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT xsluo opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT bdong opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT dlkwong opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT lckwek opticalneuralchipforimplementingcomplexvaluedneuralnetwork
AT aqliu opticalneuralchipforimplementingcomplexvaluedneuralnetwork
_version_ 1718391618933882880