Paper Abstract and Keywords |
Presentation |
2020-03-06 17:15
Circuit Architecture Exploration for Optical Neural Network based on Integrated Nanophotonics Naoki Hattori, Yutaka Masuda, Tohru Ishihara (Nagoya Univ.), Jun Shiomi (Kyoto Univ.), Akihiko Shinya, Masaya Notomi (NTT) VLD2019-137 HWS2019-110 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
With a rapid progress of the integrated nanophotonics technology, optical neural networks
based on the integrated nanophotonics attract significant attention. This paper presents an optical neural network architecture which can perform inference processing at a speed of light. The architecture fully exploits optical parallelism of lights using wavelength division
multiplexing (WDM) in vector-matrix multiplication. The paper also presents a light-speed activation circuit based on nanophotonic O-E-O converter. Finally, using an intrusion detection system as an application, the paper explores appropriate circuit structures which can fully exploit ultra-low latency nature and optical parallelism of lights without degrading the inference accuracy. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Optical Neural Network / Wavelength Division Multiplexing / Intrusion Detection System / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 443, VLD2019-137, pp. 251-256, March 2020. |
Paper # |
VLD2019-137 |
Date of Issue |
2020-02-26 (VLD, HWS) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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VLD2019-137 HWS2019-110 |
Conference Information |
Committee |
HWS VLD |
Conference Date |
2020-03-04 - 2020-03-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Okinawa Ken Seinen Kaikan |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Design Technology for System-on-Silicon, Hardware Security, etc. |
Paper Information |
Registration To |
VLD |
Conference Code |
2020-03-HWS-VLD |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Circuit Architecture Exploration for Optical Neural Network based on Integrated Nanophotonics |
Sub Title (in English) |
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Keyword(1) |
Optical Neural Network |
Keyword(2) |
Wavelength Division Multiplexing |
Keyword(3) |
Intrusion Detection System |
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1st Author's Name |
Naoki Hattori |
1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
2nd Author's Name |
Yutaka Masuda |
2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
3rd Author's Name |
Tohru Ishihara |
3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
4th Author's Name |
Jun Shiomi |
4th Author's Affiliation |
Kyoto University (Kyoto Univ.) |
5th Author's Name |
Akihiko Shinya |
5th Author's Affiliation |
NTT Nanophotonics Center (NTT) |
6th Author's Name |
Masaya Notomi |
6th Author's Affiliation |
NTT Basic Research Center (NTT) |
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Speaker |
Author-1 |
Date Time |
2020-03-06 17:15:00 |
Presentation Time |
25 minutes |
Registration for |
VLD |
Paper # |
VLD2019-137, HWS2019-110 |
Volume (vol) |
vol.119 |
Number (no) |
no.443(VLD), no.444(HWS) |
Page |
pp.251-256 |
#Pages |
6 |
Date of Issue |
2020-02-26 (VLD, HWS) |
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