Paper Abstract and Keywords |
Presentation |
2018-03-01 11:30
A Study on Adaptively Scaled Belief in Gaussian BP Detection for Higher-Order Higher-Dimensional MIMO Systems Takumi Takahashi, Shinsuke Ibi, Seiichi Sampei (Osaka Univ.) RCS2017-367 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper proposes an adaptively scaled belief (ASB) in Gaussian belief propagation (GaBP), especially for large multi-user multi-input multi-output (MU-MIMO) detection with higher-order modulation scheme. To avoid impairments of the inter-bit correlation in GaBP with higher-order modulation, the symbol-wise detection by propagating the extrinsic belief vector is effective. In this case, however, we cannot utlize the channel decoder in each iteration due to the absence of bit-wise LLR, resulting in self-iterative detection (SID). The most vital issue with regard to improving the convergence property of SID is how to deal with approximation errors when the large system limit is not satisfied. 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. In addition, we propose a novel method to approximately calculate a conditional symbol expectation with low computational complexity on the promise of the use of ASB. Finally, the validity of ASB for symbol-wise iterative detection is confirmed regarding supression of the bit error rate (BER) floor. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Gaussian belief propagation / higher-order modulation / iterative detection / scaling / large MU-MIMO / / / |
Reference Info. |
IEICE Tech. Rep., vol. 117, no. 456, RCS2017-367, pp. 271-276, Feb. 2018. |
Paper # |
RCS2017-367 |
Date of Issue |
2018-02-21 (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) |
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RCS2017-367 |
Conference Information |
Committee |
RCS SR SRW |
Conference Date |
2018-02-28 - 2018-03-02 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
YRP |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Mobile Communication Workshop |
Paper Information |
Registration To |
RCS |
Conference Code |
2018-02-RCS-SR-SRW |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Study on Adaptively Scaled Belief in Gaussian BP Detection for Higher-Order Higher-Dimensional MIMO Systems |
Sub Title (in English) |
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Keyword(1) |
Gaussian belief propagation |
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higher-order modulation |
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iterative detection |
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scaling |
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large MU-MIMO |
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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 |
2018-03-01 11:30:00 |
Presentation Time |
20 minutes |
Registration for |
RCS |
Paper # |
RCS2017-367 |
Volume (vol) |
vol.117 |
Number (no) |
no.456 |
Page |
pp.271-276 |
#Pages |
6 |
Date of Issue |
2018-02-21 (RCS) |
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