| Paper Abstract and Keywords |
| Presentation |
2020-12-11 13:00
A Degradation Prediction of Circuit Delay Using A Gradient Descent Method Seiichirou Mori, Masayuki Gondou, Yousuke Miyake, Takaaki Kato, Seiji Kajihara (Kyutech) DC2020-59 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
As the risk of aging-induced faults of VLSIs is increasing, highly reliable systems require to predict when the aging-induced faults will occur and to avoid a system failure. In this work, we propose an aging prediction method for logic circuits, in which on-chip delay measurement scheme catches delay degradation that is representative aging phenomenon. The proposed method creates an initial prediction model from circuit delay with degradation simulation, accelerated life test, circuit delay measured by preliminary experiment, and predicts circuit delay of each manufactured circuit with offset correction and adaptive model updates. Experimental results by accelerated life test for sample chips show that the proposed method enables construction of a prediction model reflecting change of degradation tendency due to operating environment with less impact by manufacturing variation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Field test / Delay measurement / Degradation prediction / Machine learning / Gradient descent / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 120, no. 288, DC2020-59, pp. 1-6, Dec. 2020. |
| Paper # |
DC2020-59 |
| Date of Issue |
2020-12-04 (DC) |
| 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 |
DC2020-59 |
| Conference Information |
| Committee |
DC |
| Conference Date |
2020-12-11 - 2020-12-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
DC |
| Conference Code |
2020-12-DC |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Degradation Prediction of Circuit Delay Using A Gradient Descent Method |
| Sub Title (in English) |
|
| Keyword(1) |
Field test |
| Keyword(2) |
Delay measurement |
| Keyword(3) |
Degradation prediction |
| Keyword(4) |
Machine learning |
| Keyword(5) |
Gradient descent |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Seiichirou Mori |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 2nd Author's Name |
Masayuki Gondou |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 3rd Author's Name |
Yousuke Miyake |
| 3rd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 4th Author's Name |
Takaaki Kato |
| 4th Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 5th Author's Name |
Seiji Kajihara |
| 5th Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
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| Speaker |
Author-1 |
| Date Time |
2020-12-11 13:00:00 |
| Presentation Time |
20 minutes |
| Registration for |
DC |
| Paper # |
DC2020-59 |
| Volume (vol) |
vol.120 |
| Number (no) |
no.288 |
| Page |
pp.1-6 |
| #Pages |
6 |
| Date of Issue |
2020-12-04 (DC) |