Paper Abstract and Keywords |
Presentation |
2021-11-19 10:20
Network of neuron models based on ergodic cellular automaton Haruto Suzuki, Hiroyuki Torikai (Hosei Univ.) CCS2021-26 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, a novel network of neuron models based on ergodic cellular automaton and a learning algorithm for the network are proposed.
It is shown that the learning algorithm enables the network to mimic input-output spike relations recorded from a network of differential equation neuron models and to have generalization ability.
Furthermore, the proposed network and the learning algorithm are implemented on a field programmable gate array (FPGA) and it is shown that the network can realize the learning function on the FPGA. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Neural dynamics / Neuromorphic electrical circuit / 0n-chip learning / Neural prosthesis / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 253, CCS2021-26, pp. 49-54, Nov. 2021. |
Paper # |
CCS2021-26 |
Date of Issue |
2021-11-11 (CCS) |
ISSN |
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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CCS2021-26 |
Conference Information |
Committee |
CCS |
Conference Date |
2021-11-18 - 2021-11-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Osaka Univ. |
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Paper Information |
Registration To |
CCS |
Conference Code |
2021-11-CCS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Network of neuron models based on ergodic cellular automaton |
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Neural dynamics |
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Neuromorphic electrical circuit |
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0n-chip learning |
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Neural prosthesis |
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1st Author's Name |
Haruto Suzuki |
1st Author's Affiliation |
Hosei University (Hosei Univ.) |
2nd Author's Name |
Hiroyuki Torikai |
2nd Author's Affiliation |
Hosei University (Hosei Univ.) |
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Speaker |
Author-1 |
Date Time |
2021-11-19 10:20:00 |
Presentation Time |
25 minutes |
Registration for |
CCS |
Paper # |
CCS2021-26 |
Volume (vol) |
vol.121 |
Number (no) |
no.253 |
Page |
pp.49-54 |
#Pages |
6 |
Date of Issue |
2021-11-11 (CCS) |