| Paper Abstract and Keywords |
| Presentation |
2010-03-10 16:15
An efficient technique to search failure-areas for yield estimation via partial hyperspherephere Takanori Date, Shiho Hagiwara, Kazuya Masu (Tokyo Inst. of Tech.), Takashi Sato (Kyoto Univ.) VLD2009-105 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Monte Carlo simulations have been widely adopted for analyzing circuit properties, such as SRAM yield,
under strong influence of process variations. Enormous calculation time is required in such a simulation due to the
low failure probabilities. In this paper, we propose a robust shift vector determination for mean shift importance
sampling, by which efficiency and stability of the Monte Carlo simulation is improved. In the proposed technique,
the sampling region on a hypersphere is first enlarged to find failure region, then the radius and region on the
hypersphere are reduced to find the points of the largest contributions. The optimal shift-vectors for mixture of
normal distributions are obtained without prior knowledge of the circuit structure. Simulation examples reveal that
the proposed technique stably and efficiently estimates yield for both read- and write-operation of SRAM cell. At
the failure probabilities of 10¡10, the number of Monte Carlo trials has been reduced by nine orders compared to a
vanilla Monte Carlo simulation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Monte Carlo method / Importance sampling / SRAM / pyield / gaussian mixture models / norm minimization / clustering / hypersphere |
| Reference Info. |
IEICE Tech. Rep., vol. 109, no. 462, VLD2009-105, pp. 37-42, March 2010. |
| Paper # |
VLD2009-105 |
| Date of Issue |
2010-03-03 (VLD) |
| 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) |
| Download PDF |
VLD2009-105 |
| Conference Information |
| Committee |
VLD |
| Conference Date |
2010-03-10 - 2010-03-12 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Design Technology for System-on-Silicon |
| Paper Information |
| Registration To |
VLD |
| Conference Code |
2010-03-VLD |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An efficient technique to search failure-areas for yield estimation via partial hyperspherephere |
| Sub Title (in English) |
|
| Keyword(1) |
Monte Carlo method |
| Keyword(2) |
Importance sampling |
| Keyword(3) |
SRAM |
| Keyword(4) |
pyield |
| Keyword(5) |
gaussian mixture models |
| Keyword(6) |
norm minimization |
| Keyword(7) |
clustering |
| Keyword(8) |
hypersphere |
| 1st Author's Name |
Takanori Date |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 2nd Author's Name |
Shiho Hagiwara |
| 2nd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 3rd Author's Name |
Kazuya Masu |
| 3rd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Inst. of Tech.) |
| 4th Author's Name |
Takashi Sato |
| 4th Author's Affiliation |
Kyoto University (Kyoto Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2010-03-10 16:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
VLD |
| Paper # |
VLD2009-105 |
| Volume (vol) |
vol.109 |
| Number (no) |
no.462 |
| Page |
pp.37-42 |
| #Pages |
6 |
| Date of Issue |
2010-03-03 (VLD) |