| Paper Abstract and Keywords |
| Presentation |
2018-01-22 11:40
[Encouragement Talk]
A Study on Criterion of Adaptively Scaled Belief for Large MIMO Detection Based on Belief Propagation Takumi Takahashi, Shinsuke Ibi, Seiichi Sampei (Osaka Univ.) IT2017-59 SIP2017-67 RCS2017-273 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a new design criterion of adaptively scaled belief (ASB) in Gaussian belief propagation (GaBP) and probabilistic data association (PDA), especially for large multiuser multiple-input multiple-output (MU-MIMO) detection. In practical MU detection (MUD) scenarios, the most vital issue with regard to improving the iterative convergence property of BP-based algorithms is how to deal with approximation errors due to the fact that the law of large numbers does not work well. As the simplest way to suppress the harmful impacts of approximation errors, a novel adaptive belief scaling is proposed while stabilizing dynamics of random MIMO channels. Finally, the validity of ASB for the BP-based iterative detection is confirmed regarding the suppression of bit error rate (BER) floor level by computer simulations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
belief propagation / Gaussian belief propagation / probabilistic data association / iterative detection / scaling / large MU-MIMO / / |
| Reference Info. |
IEICE Tech. Rep., vol. 117, no. 396, RCS2017-273, pp. 25-30, Jan. 2018. |
| Paper # |
RCS2017-273 |
| Date of Issue |
2018-01-15 (IT, SIP, RCS) |
| 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 |
IT2017-59 SIP2017-67 RCS2017-273 |
| Conference Information |
| Committee |
SIP IT RCS |
| Conference Date |
2018-01-22 - 2018-01-23 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Sunport Hall Takamatsu |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
RCS |
| Conference Code |
2018-01-SIP-IT-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Criterion of Adaptively Scaled Belief for Large MIMO Detection Based on Belief Propagation |
| Sub Title (in English) |
|
| Keyword(1) |
belief propagation |
| Keyword(2) |
Gaussian belief propagation |
| Keyword(3) |
probabilistic data association |
| Keyword(4) |
iterative detection |
| Keyword(5) |
scaling |
| Keyword(6) |
large MU-MIMO |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Takumi Takahashi |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Shinsuke Ibi |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 3rd Author's Name |
Seiichi Sampei |
| 3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2018-01-22 11:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
RCS |
| Paper # |
IT2017-59, SIP2017-67, RCS2017-273 |
| Volume (vol) |
vol.117 |
| Number (no) |
no.394(IT), no.395(SIP), no.396(RCS) |
| Page |
pp.25-30 |
| #Pages |
6 |
| Date of Issue |
2018-01-15 (IT, SIP, RCS) |