| Paper Abstract and Keywords |
| Presentation |
2021-12-01 14:45
Improving Accuracy of Addition for Stochastic Computing Ichilawa Katsuhiro, Shigeru Yamashita (Ritsumeikan Univ.) VLD2021-27 ICD2021-37 DC2021-33 RECONF2021-35 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Stochastic Computing (SC) is an approximate computing paradigm to perform calculations by using Stochastic Numbers (SNs) which are bit-streams representing values by their probabilities to be 1.
We use a multiplexer to perform addition operations in SC, but the value of an addition becomes half. This means that addition operations in SC loose some information; there is a scaling error.
Accordingly, this paper proposes two novel method to realize SC-adder without using a multiplexer.
The first is a bit-storing saturation adder with an error-correcting bit-storing added to the SC saturation adder that uses an OR gate. The second is an SN compression saturation adder that realizes addition by expressing the SNs used for SC operations with a smaller number of SNs. By combining these two methods, we propose an adder with higher calculation accuracy than an adder using a multiplexer. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Stochastic Computing / Adder with Multiplexer / Scaling / Saturation Adder / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 277, VLD2021-27, pp. 60-65, Dec. 2021. |
| Paper # |
VLD2021-27 |
| Date of Issue |
2021-11-24 (VLD, ICD, DC, 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) |
| Download PDF |
VLD2021-27 ICD2021-37 DC2021-33 RECONF2021-35 |
| Conference Information |
| Committee |
VLD DC RECONF ICD IPSJ-SLDM |
| Conference Date |
2021-12-01 - 2021-12-02 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Design Gaia 2021 -New Field of VLSI Design- |
| Paper Information |
| Registration To |
VLD |
| Conference Code |
2021-12-VLD-DC-RECONF-ICD-SLDM |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Improving Accuracy of Addition for Stochastic Computing |
| Sub Title (in English) |
|
| Keyword(1) |
Stochastic Computing |
| Keyword(2) |
Adder with Multiplexer |
| Keyword(3) |
Scaling |
| Keyword(4) |
Saturation Adder |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Ichilawa Katsuhiro |
| 1st Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
| 2nd Author's Name |
Shigeru Yamashita |
| 2nd Author's Affiliation |
Ritsumeikan University (Ritsumeikan Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2021-12-01 14:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
VLD |
| Paper # |
VLD2021-27, ICD2021-37, DC2021-33, RECONF2021-35 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.277(VLD), no.278(ICD), no.279(DC), no.280(RECONF) |
| Page |
pp.60-65 |
| #Pages |
6 |
| Date of Issue |
2021-11-24 (VLD, ICD, DC, RECONF) |