| Paper Abstract and Keywords |
| Presentation |
2020-06-25 14:30
A Study on Signal Detection in Massive MIMO Using MCMC Kazushi Matsumura, Junichiro Hagiwara, Toshihiko Nishimura, Takeo Ohgane, Yasutaka Ogawa, Takanori Sato (Hokkaido Univ.) RCS2020-38 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
MIMO is a new technology for wireless transmission; as the number of antennas increases, the computational complexity of the signal detection process increases. In this paper, we investigate the application of Markov Chain Monte Carlo (MCMC), which is a stochastic method, to reduce the complexity. While the Mixed-Gibbs Sampling (MGS) method has already been proposed as a method using MCMC, this study proposes the use of the Hamiltonian Monte Carlo (HMC) method with a normal mixture prior distribution. We compare the signal detection characteristics through computer simulations. The results show that the proposed method exhibits advantageous properties in the case of high channel correlation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Signal Detection / Massive MIMO / Markov Chain Monte Carlo (MCMC) / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 120, no. 74, RCS2020-38, pp. 91-95, June 2020. |
| Paper # |
RCS2020-38 |
| Date of Issue |
2020-06-17 (RCS) |
| 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 |
RCS2020-38 |
| Conference Information |
| Committee |
RCS |
| Conference Date |
2020-06-24 - 2020-06-26 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
First Presentation in IEICE Technical Committee, Resource Control, Scheduling, Wireless Communications, etc. |
| Paper Information |
| Registration To |
RCS |
| Conference Code |
2020-06-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Signal Detection in Massive MIMO Using MCMC |
| Sub Title (in English) |
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| Keyword(1) |
Signal Detection |
| Keyword(2) |
Massive MIMO |
| Keyword(3) |
Markov Chain Monte Carlo (MCMC) |
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| 1st Author's Name |
Kazushi Matsumura |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Junichiro Hagiwara |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Toshihiko Nishimura |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Takeo Ohgane |
| 4th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 5th Author's Name |
Yasutaka Ogawa |
| 5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 6th Author's Name |
Takanori Sato |
| 6th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-06-25 14:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
RCS |
| Paper # |
RCS2020-38 |
| Volume (vol) |
vol.120 |
| Number (no) |
no.74 |
| Page |
pp.91-95 |
| #Pages |
5 |
| Date of Issue |
2020-06-17 (RCS) |