| Item type |
itemtype_ver1(1) |
| 公開日 |
2022-05-17 |
| タイトル |
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タイトル |
An Optical Neural Network Architecture based on Highly Parallelized WDM-Multiplier-Accumulator |
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言語 |
en |
| 著者 |
Ishihara, Tohru
Shiomi, Jun
Hattori, Naoki
Masuda, Yutaka
Shinya, Akihiko
Notomi, Masaya
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| アクセス権 |
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|
アクセス権 |
open access |
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アクセス権URI |
http://purl.org/coar/access_right/c_abf2 |
| 権利 |
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|
言語 |
en |
|
権利情報 |
“© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.” |
| 内容記述 |
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内容記述タイプ |
Abstract |
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内容記述 |
Future applications such as anomaly detection in a network and autonomous driving require extremely low, submicrosecond latency processing in pattern classification. Towards the realization of such an ultra-fast inference processing, this paper proposes an optical neural network architecture which can classify anomaly patterns at sub-nanosecond latency. The architecture fully exploits optical parallelism of lights using wavelength division multiplexing (WDM) in vector-matrix multiplication. It also exploits a linear optics with passive nanophotonic devices such as microring resonators, optical combiners, and passive couplers, which make it possible to construct low power and ultra-low latency optical neural networks. Optoelectronic circuit simulation using optical circuit implementation of multi-layer perceptron (MLP) demonstrates sub-nanosecond processing of optical neural network. |
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言語 |
en |
| 内容記述 |
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内容記述タイプ |
Other |
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内容記述 |
2019 IEEE/ACM Workshop on Photonics-Optics Technology Oriented Networking, Information and Computing Systems (PHOTONICS). 18-18 Nov. 2019, Denver, CO, USA |
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言語 |
en |
| 出版者 |
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出版者 |
IEEE |
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言語 |
en |
| 言語 |
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言語 |
eng |
| 資源タイプ |
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資源タイプresource |
http://purl.org/coar/resource_type/c_5794 |
|
タイプ |
conference paper |
| 出版タイプ |
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|
出版タイプ |
AM |
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出版タイプResource |
http://purl.org/coar/version/c_ab4af688f83e57aa |
| 関連情報 |
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関連タイプ |
isVersionOf |
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|
識別子タイプ |
DOI |
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|
関連識別子 |
https://doi.org/10.1109/PHOTONICS49561.2019.00008 |
| 関連情報 |
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関連タイプ |
isPartOf |
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|
識別子タイプ |
ISBN |
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関連識別子 |
978-1-7281-5981-2 |
| 書誌情報 |
en : Proceedings of PHOTONICS2019 : Photonics-Optics Technology Oriented Networking, Information, and Computing Systems
p. 15-21,
発行日 2020-01-09
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PHOTONICS_Ishihara_submit.pdf (212 KB)
