Paper Abstract and Keywords |
Presentation |
2024-01-29 10:55
Suppression of output bit width growth in AFE stochastic computing units Daiki Seto, Naoki Fujieda (Aichi Inst. Tech.) VLD2023-81 RECONF2023-84 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Stochastic Computing (SC) is expected to be applied to fields such as image processing and machine learning. Amplitude and Frequency Encoding (AFE) is a new encoding method for SC. However, it has a drawback that the output bit width grows when cascading AFE SC operators. This paper proposes two types of correction circuits, F-Corrector and S-Corrector, and implements new AFE SC operators that suppress the growth of output bit-width. The results of the evaluation using the PYNQ-Z1 board showed that the arithmetic error of the proposed AFE SC operators was the same as or less than that of the conventional AFE SC operators. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Digital Circuit Design / Stochastic Computing / AFE (Amplitude and Frequency Encoding) / FPGA (Field-Programmable Gate Array) / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 374, RECONF2023-84, pp. 7-12, Jan. 2024. |
Paper # |
RECONF2023-84 |
Date of Issue |
2024-01-22 (VLD, RECONF) |
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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VLD2023-81 RECONF2023-84 |
Conference Information |
Committee |
RECONF VLD |
Conference Date |
2024-01-29 - 2024-01-30 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
AIRBIC Meeting Room 1-4 |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
FPGA Applications, etc. |
Paper Information |
Registration To |
RECONF |
Conference Code |
2024-01-RECONF-VLD |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Suppression of output bit width growth in AFE stochastic computing units |
Sub Title (in English) |
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Keyword(1) |
Digital Circuit Design |
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Stochastic Computing |
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AFE (Amplitude and Frequency Encoding) |
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FPGA (Field-Programmable Gate Array) |
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1st Author's Name |
Daiki Seto |
1st Author's Affiliation |
Aichi Institute of Technology (Aichi Inst. Tech.) |
2nd Author's Name |
Naoki Fujieda |
2nd Author's Affiliation |
Aichi Institute of Technology (Aichi Inst. Tech.) |
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Speaker |
Author-1 |
Date Time |
2024-01-29 10:55:00 |
Presentation Time |
25 minutes |
Registration for |
RECONF |
Paper # |
VLD2023-81, RECONF2023-84 |
Volume (vol) |
vol.123 |
Number (no) |
no.373(VLD), no.374(RECONF) |
Page |
pp.7-12 |
#Pages |
6 |
Date of Issue |
2024-01-22 (VLD, RECONF) |
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