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:
Autores principales: | , , , , , , , , , , , , , , , , , |
---|---|
Formato: | article |
Lenguaje: | EN |
Publicado: |
Nature Portfolio
2021
|
Materias: | |
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 |